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--- a/DermSynth3D/dermsynth3d/tools/renderer.py
+++ b/DermSynth3D/dermsynth3d/tools/renderer.py
@@ -607,19 +607,11 @@ class MeshRendererPyTorch3D:
         """
         Returns the anatomy labels in the image.
         """
-        breakpoint()
         pix2face = self.pixels_to_face()
-        pix2vert = torch.stack(
-            [a[i] for a, i in zip(self.mesh.faces_padded().squeeze(), pix2face)]
-        )
-        # pix2vert = self.mesh.faces_padded().squeeze()[pix2face]
-        # pix2vert = pix2vert.detach().cpu().numpy()
+        pix2vert = self.mesh.faces_padded().squeeze()[pix2face]
+        pix2vert = pix2vert.detach().cpu().numpy()
         # This uses the single vertex of a face to assign a label.
         # Not ideal. Could be changed to the most frequent label?
-        anatomy_image = [
-            anatomy_vert_labels[pix2vert[i, :, :, 0]] * self.body_mask()
-            for i in pix2face.shape[0]
-        ]
         anatomy_image = anatomy_vert_labels[pix2vert[:, :, 0]]
         anatomy_image = anatomy_image * self.body_mask()
         return anatomy_image
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/021.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/021.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/022.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/022.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/034.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/034.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/036.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/036.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/065.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/065.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/067.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/067.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/073.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/073.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/077.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/077.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/085.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/085.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/089.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/089.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9b4bda4555488f3ea7f4c4ef9c70271772491478
--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/097.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/097.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/101.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/101.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff26283c5389af4c7deb7e0c409ca8e9e1a90f44
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/102.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/102.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/104.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/104.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/106.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/106.csv
new file mode 100644
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--- /dev/null
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new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/116.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/116.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/122.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/122.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/126.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/126.csv
new file mode 100644
index 0000000000000000000000000000000000000000..71102de32afbf1277aee4955f2706849ddf905c7
--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/126.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/128.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/128.csv
new file mode 100644
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--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/128.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/132.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/132.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/138.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/138.csv
new file mode 100644
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new file mode 100644
index 0000000000000000000000000000000000000000..693aa5f378aab1a23fbdb86c8cd2c2a373db0305
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new file mode 100644
index 0000000000000000000000000000000000000000..f83e1ba7e0f173a8e0fffc42e2e6e50f0c53c28f
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/152.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/152.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1a6c45750e1f067b96e71018ac4efd55a7f7f06a
--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/154.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/154.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/164.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/164.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/176.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/176.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/180.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/180.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/182.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/182.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/184.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/184.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/190.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/190.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/208.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/208.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/210.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/210.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/220.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/220.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/222.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/222.csv
new file mode 100644
index 0000000000000000000000000000000000000000..26266d226a05262c5df0a44124857fbc9b0bf505
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/224.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/224.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/228.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/228.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/240.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/240.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2d0e2c18712b758f17e637140319f1d2fcebbdd9
--- /dev/null
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new file mode 100644
index 0000000000000000000000000000000000000000..15a20c80e46f4fc258df151827b1d23395780419
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/247.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/247.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0158f1e96204785b504acb1ffa3ab3b47eb97e99
--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/250.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/250.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5f3cc4a69ee9dbd964929a646cd61e2543ba1538
--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/250.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/254.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/254.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/256.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/256.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/266.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/266.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/270.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/270.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/274.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/274.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/278.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/278.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e9ae50d58deb7a0db7ab96069d2764669828afec
--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/282.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/282.csv
new file mode 100644
index 0000000000000000000000000000000000000000..39a4287447109e255d04979b5b1435cb483622ce
--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/282.csv
@@ -0,0 +1,16 @@
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/284.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/284.csv
new file mode 100644
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+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/284.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/286.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/286.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/288.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/288.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5a1023b169fb9238474bd30ae45b07b51757a643
--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/288.csv
@@ -0,0 +1,47 @@
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/331.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/331.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/335.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/335.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2869bc8e7abacd798a866a7e0d0f4b5eb3638750
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/339.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/339.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4877677eb1430f2efa09383efb6926e43ab1c4a7
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new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/355.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/355.csv
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new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/360.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/360.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/367.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/367.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/369.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/369.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0fb0acbeb14c745dbb26373a753923bcbbd5f059
--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/373.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/373.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/396.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/annotations/396.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/063.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/063.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/091.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/091.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b7e5e01ba163f580baca40f14eb81a9fb569875a
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/107.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/107.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/140.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/140.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/152.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/152.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/154.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/154.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/160.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/160.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d54dd4bdd33c72f5e519c19981276497179a2dfe
--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/160.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/180.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/180.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/200.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/200.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/209.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/209.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/220.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/220.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/262.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/262.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/266.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/266.csv
new file mode 100644
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--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/266.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/278.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/278.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/288.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A1/288.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/000.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/000.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/021.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/021.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/024.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/024.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/036.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/036.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/063.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/063.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/152.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/152.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/154.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/154.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/160.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/160.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/167.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/167.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/180.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/180.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/200.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/200.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/220.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/220.csv
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new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/237.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/237.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/244.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/244.csv
new file mode 100644
index 0000000000000000000000000000000000000000..26906a08ba8f67dad594f4399910a9652782830c
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/260.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/260.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/262.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/262.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/266.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/266.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/278.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/278.csv
new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/288.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/288.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/290.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/290.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/355.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/355.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/361.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A2/361.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/000.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/000.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/009.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/009.csv
new file mode 100644
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--- /dev/null
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/021.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/021.csv
new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/078.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/078.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/089.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/089.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d099c80bdfc0f32947fa09abe325abec8ba4aa17
--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/089.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/091.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/091.csv
new file mode 100644
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--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/091.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/146.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/146.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/180.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/180.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1492512218f042b45d8f4727a67c004eee9d8bf1
--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/180.csv
@@ -0,0 +1,18 @@
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/200.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/200.csv
new file mode 100644
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--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/200.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/209.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/209.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b7f2c6ec0133f80f60d30ed6b86a7e0147eb7c4f
--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/209.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/220.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/220.csv
new file mode 100644
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--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/220.csv
@@ -0,0 +1,62 @@
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/244.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/244.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/262.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/262.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/266.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/266.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/278.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/278.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/288.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/288.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/307.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/307.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/341.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/341.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/346.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/346.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/355.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/355.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/361.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/361.csv
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diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/367.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/367.csv
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\ No newline at end of file
diff --git a/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/380.csv b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/380.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ba8ec2cbd2b96ef3949314525cb891a118e89e40
--- /dev/null
+++ b/DermSynth3D/skin3d/data/3dbodytex-1.1-highres/multiple_annotators/A3/380.csv
@@ -0,0 +1,29 @@
+filename,file_size,file_attributes,region_count,region_id,region_shape_attributes,region_attributes
+model_highres_0_normalized.png,7648310,"{}",28,0,"{""name"":""rect"",""x"":670,""y"":269,""width"":15,""height"":16}","{""annotator"":""A3""}"
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+model_highres_0_normalized.png,7648310,"{}",28,3,"{""name"":""rect"",""x"":934,""y"":324,""width"":19,""height"":20}","{""annotator"":""A3""}"
+model_highres_0_normalized.png,7648310,"{}",28,4,"{""name"":""rect"",""x"":884,""y"":351,""width"":21,""height"":19}","{""annotator"":""A3""}"
+model_highres_0_normalized.png,7648310,"{}",28,5,"{""name"":""rect"",""x"":984,""y"":568,""width"":21,""height"":19}","{""annotator"":""A3""}"
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+model_highres_0_normalized.png,7648310,"{}",28,9,"{""name"":""rect"",""x"":1057,""y"":485,""width"":18,""height"":19}","{""annotator"":""A3""}"
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+model_highres_0_normalized.png,7648310,"{}",28,19,"{""name"":""rect"",""x"":278,""y"":2676,""width"":14,""height"":17}","{""annotator"":""A3""}"
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+model_highres_0_normalized.png,7648310,"{}",28,25,"{""name"":""rect"",""x"":2809,""y"":2054,""width"":16,""height"":20}","{""annotator"":""A3""}"
+model_highres_0_normalized.png,7648310,"{}",28,26,"{""name"":""rect"",""x"":2641,""y"":1975,""width"":21,""height"":17}","{""annotator"":""A3""}"
+model_highres_0_normalized.png,7648310,"{}",28,27,"{""name"":""rect"",""x"":2636,""y"":2095,""width"":21,""height"":24}","{""annotator"":""A3""}"
\ No newline at end of file
diff --git a/DermSynth3D/skin3d/notebooks/bodytex_annotations_data.ipynb b/DermSynth3D/skin3d/notebooks/bodytex_annotations_data.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..47a30389cc66008e7dbf8eca2c51ee13e3bb2e54
--- /dev/null
+++ b/DermSynth3D/skin3d/notebooks/bodytex_annotations_data.ipynb
@@ -0,0 +1,1192 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<p>Example showing how to load and process the manual annotations</p>\n",
+    "<p>We show how to load the training, validation, and test paritions. As well, we show how to load the test data for the 3 annotators.</p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "import os\n",
+    "import sys\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sys.path.insert(0, os.path.abspath(os.path.join(os.getcwd(), '../../skin3d')))\n",
+    "from skin3d.bodytex import BodyTexDataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>subject_id</th>\n",
+       "      <th>scan_name</th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>pose</th>\n",
+       "      <th>partition</th>\n",
+       "      <th>selected</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>000-001</td>\n",
+       "      <td>000-f-run</td>\n",
+       "      <td>000</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>test</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>000-001</td>\n",
+       "      <td>001-f-u</td>\n",
+       "      <td>001</td>\n",
+       "      <td>f</td>\n",
+       "      <td>u</td>\n",
+       "      <td>test</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>002-003</td>\n",
+       "      <td>002-f-run</td>\n",
+       "      <td>002</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>train</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>002-003</td>\n",
+       "      <td>003-f-u</td>\n",
+       "      <td>003</td>\n",
+       "      <td>f</td>\n",
+       "      <td>u</td>\n",
+       "      <td>train</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>004-005</td>\n",
+       "      <td>004-f-run</td>\n",
+       "      <td>004</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>train</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  subject_id  scan_name scan_id sex pose partition  selected\n",
+       "0    000-001  000-f-run     000   f  run      test      True\n",
+       "1    000-001    001-f-u     001   f    u      test     False\n",
+       "2    002-003  002-f-run     002   f  run     train      True\n",
+       "3    002-003    003-f-u     003   f    u     train      True\n",
+       "4    004-005  004-f-run     004   f  run     train      True"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# File path of the bodytex CSV.\n",
+    "bodytex_csv = '../data/3dbodytex-1.1-highres/bodytex.csv'\n",
+    "bodytex_df = pd.read_csv(bodytex_csv, converters={'scan_id': lambda x: str(x)})\n",
+    "bodytex_df.head()\n",
+    "# Each row represents a mesh, with a unique `scan_id` and `scan_name`.\n",
+    "# We use the `scan_id` to identify each mesh.\n",
+    "# The `scan_name` corresponds to the folder name used by 3DBodyTex.\n",
+    "\n",
+    "# Each subject has two meshes, that can be identified with the `subject_id`,\n",
+    "# e.g., '000-001' means mesh `000` and mesh `001` are of the same subject.\n",
+    "\n",
+    "# Each subject is assigned to a partition (e.g., train, test).\n",
+    "\n",
+    "# If a mesh has `selected=True`, then we provide manual annotations.\n",
+    "# Otherwise, we do not provide annotations for the mesh. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of scans annotated with lesions: 218\n",
+      "Number of annotated training scans: 128\n",
+      "Number of annotated validation scans: 40\n",
+      "Number of annotated testing scans: 40\n",
+      "Number of annotated longitudinal scans: 10\n",
+      "Total number of lesions annotated: 26507\n",
+      "Average annotated lesion width=22.07, height=22.95\n"
+     ]
+    }
+   ],
+   "source": [
+    "bodytex = BodyTexDataset(df=bodytex_df)\n",
+    "bodytex.summary()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>subject_id</th>\n",
+       "      <th>scan_name</th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>pose</th>\n",
+       "      <th>partition</th>\n",
+       "      <th>selected</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>002-003</td>\n",
+       "      <td>002-f-run</td>\n",
+       "      <td>002</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>train</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>002-003</td>\n",
+       "      <td>003-f-u</td>\n",
+       "      <td>003</td>\n",
+       "      <td>f</td>\n",
+       "      <td>u</td>\n",
+       "      <td>train</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>004-005</td>\n",
+       "      <td>004-f-run</td>\n",
+       "      <td>004</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>train</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>004-005</td>\n",
+       "      <td>005-f-u</td>\n",
+       "      <td>005</td>\n",
+       "      <td>f</td>\n",
+       "      <td>u</td>\n",
+       "      <td>train</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>006-007</td>\n",
+       "      <td>006-f-run</td>\n",
+       "      <td>006</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>train</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  subject_id  scan_name scan_id sex pose partition  selected\n",
+       "2    002-003  002-f-run     002   f  run     train      True\n",
+       "3    002-003    003-f-u     003   f    u     train      True\n",
+       "4    004-005  004-f-run     004   f  run     train      True\n",
+       "5    004-005    005-f-u     005   f    u     train      True\n",
+       "6    006-007  006-f-run     006   f  run     train      True"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# You can get a dataframe of the data used for training.\n",
+    "train_df = bodytex.annotated_samples_in_partition('train')\n",
+    "train_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>subject_id</th>\n",
+       "      <th>scan_name</th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>pose</th>\n",
+       "      <th>partition</th>\n",
+       "      <th>selected</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>010-011</td>\n",
+       "      <td>010-f-run</td>\n",
+       "      <td>010</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>valid</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>010-011</td>\n",
+       "      <td>011-f-u</td>\n",
+       "      <td>011</td>\n",
+       "      <td>f</td>\n",
+       "      <td>u</td>\n",
+       "      <td>valid</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>018-019</td>\n",
+       "      <td>018-f-scape013</td>\n",
+       "      <td>018</td>\n",
+       "      <td>f</td>\n",
+       "      <td>scape013</td>\n",
+       "      <td>valid</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>022-023</td>\n",
+       "      <td>022-f-scape061</td>\n",
+       "      <td>022</td>\n",
+       "      <td>f</td>\n",
+       "      <td>scape061</td>\n",
+       "      <td>valid</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>030-031</td>\n",
+       "      <td>030-f-scape059</td>\n",
+       "      <td>030</td>\n",
+       "      <td>f</td>\n",
+       "      <td>scape059</td>\n",
+       "      <td>valid</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   subject_id       scan_name scan_id sex      pose partition  selected\n",
+       "10    010-011       010-f-run     010   f       run     valid      True\n",
+       "11    010-011         011-f-u     011   f         u     valid      True\n",
+       "18    018-019  018-f-scape013     018   f  scape013     valid      True\n",
+       "22    022-023  022-f-scape061     022   f  scape061     valid      True\n",
+       "30    030-031  030-f-scape059     030   f  scape059     valid      True"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# You can get a dataframe of the validation data.\n",
+    "valid_df = bodytex.annotated_samples_in_partition('valid').head()\n",
+    "valid_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>subject_id</th>\n",
+       "      <th>scan_name</th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>pose</th>\n",
+       "      <th>partition</th>\n",
+       "      <th>selected</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>000-001</td>\n",
+       "      <td>000-f-run</td>\n",
+       "      <td>000</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>test</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>008-009</td>\n",
+       "      <td>009-f-u</td>\n",
+       "      <td>009</td>\n",
+       "      <td>f</td>\n",
+       "      <td>u</td>\n",
+       "      <td>test</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>020-021</td>\n",
+       "      <td>021-f-u</td>\n",
+       "      <td>021</td>\n",
+       "      <td>f</td>\n",
+       "      <td>u</td>\n",
+       "      <td>test</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>024-025</td>\n",
+       "      <td>024-f-scape046</td>\n",
+       "      <td>024</td>\n",
+       "      <td>f</td>\n",
+       "      <td>scape046</td>\n",
+       "      <td>test</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>036-037</td>\n",
+       "      <td>036-f-scape010</td>\n",
+       "      <td>036</td>\n",
+       "      <td>f</td>\n",
+       "      <td>scape010</td>\n",
+       "      <td>test</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   subject_id       scan_name scan_id sex      pose partition  selected\n",
+       "0     000-001       000-f-run     000   f       run      test      True\n",
+       "9     008-009         009-f-u     009   f         u      test      True\n",
+       "21    020-021         021-f-u     021   f         u      test      True\n",
+       "24    024-025  024-f-scape046     024   f  scape046      test      True\n",
+       "36    036-037  036-f-scape010     036   f  scape010      test      True"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# You can get a dataframe of the test data.\n",
+    "test_df = bodytex.annotated_samples_in_partition('test')\n",
+    "test_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "002\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>x</th>\n",
+       "      <th>y</th>\n",
+       "      <th>x2</th>\n",
+       "      <th>y2</th>\n",
+       "      <th>width</th>\n",
+       "      <th>height</th>\n",
+       "      <th>annotator</th>\n",
+       "      <th>lesion_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>002</td>\n",
+       "      <td>779</td>\n",
+       "      <td>877</td>\n",
+       "      <td>797</td>\n",
+       "      <td>895</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>002</td>\n",
+       "      <td>1138</td>\n",
+       "      <td>827</td>\n",
+       "      <td>1161</td>\n",
+       "      <td>846</td>\n",
+       "      <td>23</td>\n",
+       "      <td>19</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>002</td>\n",
+       "      <td>1013</td>\n",
+       "      <td>902</td>\n",
+       "      <td>1033</td>\n",
+       "      <td>921</td>\n",
+       "      <td>20</td>\n",
+       "      <td>19</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>002</td>\n",
+       "      <td>702</td>\n",
+       "      <td>808</td>\n",
+       "      <td>721</td>\n",
+       "      <td>823</td>\n",
+       "      <td>19</td>\n",
+       "      <td>15</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>002</td>\n",
+       "      <td>685</td>\n",
+       "      <td>753</td>\n",
+       "      <td>702</td>\n",
+       "      <td>771</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  scan_id     x    y    x2   y2  width  height annotator lesion_id\n",
+       "0     002   779  877   797  895     18      18                    \n",
+       "1     002  1138  827  1161  846     23      19                    \n",
+       "2     002  1013  902  1033  921     20      19                    \n",
+       "3     002   702  808   721  823     19      15                    \n",
+       "4     002   685  753   702  771     17      18                    "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# You can get the bounding boxes for scan_id '002'\n",
+    "# that belongs to the training data.\n",
+    "scan_id = train_df.scan_id.values[0]\n",
+    "print(scan_id)\n",
+    "bodytex.annotation(scan_id).head()\n",
+    "# Each row represents a bounding box.\n",
+    "# x,y indicate the bounding box starting coordinate within the texture image.\n",
+    "# x2, y2 indicate the ending coordinate of the bounding box.\n",
+    "# width, height are the width and height of the bounding box with respect to x,y.\n",
+    "\n",
+    "# (x2, y2) and (width, height) are equivalent ways of representing \n",
+    "# the bounding box on the 2D texture image.\n",
+    "# x + width = x2\n",
+    "# y + height = y2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "010\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>x</th>\n",
+       "      <th>y</th>\n",
+       "      <th>x2</th>\n",
+       "      <th>y2</th>\n",
+       "      <th>width</th>\n",
+       "      <th>height</th>\n",
+       "      <th>annotator</th>\n",
+       "      <th>lesion_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>010</td>\n",
+       "      <td>238</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>260</td>\n",
+       "      <td>1188</td>\n",
+       "      <td>22</td>\n",
+       "      <td>23</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>010</td>\n",
+       "      <td>204</td>\n",
+       "      <td>1066</td>\n",
+       "      <td>219</td>\n",
+       "      <td>1081</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>010</td>\n",
+       "      <td>260</td>\n",
+       "      <td>1067</td>\n",
+       "      <td>276</td>\n",
+       "      <td>1079</td>\n",
+       "      <td>16</td>\n",
+       "      <td>12</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>010</td>\n",
+       "      <td>1008</td>\n",
+       "      <td>616</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>631</td>\n",
+       "      <td>18</td>\n",
+       "      <td>15</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>010</td>\n",
+       "      <td>1118</td>\n",
+       "      <td>641</td>\n",
+       "      <td>1140</td>\n",
+       "      <td>660</td>\n",
+       "      <td>22</td>\n",
+       "      <td>19</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  scan_id     x     y    x2    y2  width  height annotator lesion_id\n",
+       "0     010   238  1165   260  1188     22      23                    \n",
+       "1     010   204  1066   219  1081     15      15                    \n",
+       "2     010   260  1067   276  1079     16      12                    \n",
+       "3     010  1008   616  1026   631     18      15                    \n",
+       "4     010  1118   641  1140   660     22      19                    "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Similarly, you can get the bounding boxes\n",
+    "# for scan_id '010' in the validation data.\n",
+    "scan_id = valid_df.scan_id.values[0]\n",
+    "print(scan_id)\n",
+    "bodytex.annotation(scan_id).head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "089\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>x</th>\n",
+       "      <th>y</th>\n",
+       "      <th>x2</th>\n",
+       "      <th>y2</th>\n",
+       "      <th>width</th>\n",
+       "      <th>height</th>\n",
+       "      <th>annotator</th>\n",
+       "      <th>lesion_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>089</td>\n",
+       "      <td>1287</td>\n",
+       "      <td>290</td>\n",
+       "      <td>1299</td>\n",
+       "      <td>299</td>\n",
+       "      <td>12</td>\n",
+       "      <td>9</td>\n",
+       "      <td>A1</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>089</td>\n",
+       "      <td>1286</td>\n",
+       "      <td>301</td>\n",
+       "      <td>1298</td>\n",
+       "      <td>313</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
+       "      <td>A1</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>089</td>\n",
+       "      <td>1207</td>\n",
+       "      <td>252</td>\n",
+       "      <td>1221</td>\n",
+       "      <td>267</td>\n",
+       "      <td>14</td>\n",
+       "      <td>15</td>\n",
+       "      <td>A1</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>089</td>\n",
+       "      <td>1005</td>\n",
+       "      <td>232</td>\n",
+       "      <td>1020</td>\n",
+       "      <td>246</td>\n",
+       "      <td>15</td>\n",
+       "      <td>14</td>\n",
+       "      <td>A1</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>089</td>\n",
+       "      <td>1307</td>\n",
+       "      <td>170</td>\n",
+       "      <td>1319</td>\n",
+       "      <td>181</td>\n",
+       "      <td>12</td>\n",
+       "      <td>11</td>\n",
+       "      <td>A1</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  scan_id     x    y    x2   y2  width  height annotator lesion_id\n",
+       "0     089  1287  290  1299  299     12       9        A1          \n",
+       "1     089  1286  301  1298  313     12      12        A1          \n",
+       "2     089  1207  252  1221  267     14      15        A1          \n",
+       "3     089  1005  232  1020  246     15      14        A1          \n",
+       "4     089  1307  170  1319  181     12      11        A1          "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# For testing, we evaluated against 3 annotators, \n",
+    "# where each annotator provided independent bounding boxes for each test scan.\n",
+    "# For scans in the \"test\" partition, you can specify the annotator \n",
+    "# along with the scan_id to get the bounding boxes for a specific annotator.\n",
+    "scan_id = test_df.scan_id.values[10]\n",
+    "print(scan_id)\n",
+    "# Here's how you specify the `annotator` for scans in the test partition.\n",
+    "# (this won't work for scans that are not part of the \"test\" partition)\n",
+    "bodytex.annotation(scan_id, annotator='A1').head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>x</th>\n",
+       "      <th>y</th>\n",
+       "      <th>x2</th>\n",
+       "      <th>y2</th>\n",
+       "      <th>width</th>\n",
+       "      <th>height</th>\n",
+       "      <th>annotator</th>\n",
+       "      <th>lesion_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>089</td>\n",
+       "      <td>1285</td>\n",
+       "      <td>301</td>\n",
+       "      <td>1300</td>\n",
+       "      <td>318</td>\n",
+       "      <td>15</td>\n",
+       "      <td>17</td>\n",
+       "      <td>A2</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>089</td>\n",
+       "      <td>633</td>\n",
+       "      <td>1410</td>\n",
+       "      <td>657</td>\n",
+       "      <td>1431</td>\n",
+       "      <td>24</td>\n",
+       "      <td>21</td>\n",
+       "      <td>A2</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>089</td>\n",
+       "      <td>834</td>\n",
+       "      <td>1418</td>\n",
+       "      <td>854</td>\n",
+       "      <td>1444</td>\n",
+       "      <td>20</td>\n",
+       "      <td>26</td>\n",
+       "      <td>A2</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>089</td>\n",
+       "      <td>713</td>\n",
+       "      <td>1434</td>\n",
+       "      <td>736</td>\n",
+       "      <td>1461</td>\n",
+       "      <td>23</td>\n",
+       "      <td>27</td>\n",
+       "      <td>A2</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>089</td>\n",
+       "      <td>566</td>\n",
+       "      <td>2134</td>\n",
+       "      <td>582</td>\n",
+       "      <td>2155</td>\n",
+       "      <td>16</td>\n",
+       "      <td>21</td>\n",
+       "      <td>A2</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  scan_id     x     y    x2    y2  width  height annotator lesion_id\n",
+       "0     089  1285   301  1300   318     15      17        A2          \n",
+       "1     089   633  1410   657  1431     24      21        A2          \n",
+       "2     089   834  1418   854  1444     20      26        A2          \n",
+       "3     089   713  1434   736  1461     23      27        A2          \n",
+       "4     089   566  2134   582  2155     16      21        A2          "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Another annotator for the same test scan ID of '089'.\n",
+    "bodytex.annotation(scan_id, annotator='A2').head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>x</th>\n",
+       "      <th>y</th>\n",
+       "      <th>x2</th>\n",
+       "      <th>y2</th>\n",
+       "      <th>width</th>\n",
+       "      <th>height</th>\n",
+       "      <th>annotator</th>\n",
+       "      <th>lesion_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>089</td>\n",
+       "      <td>634</td>\n",
+       "      <td>1407</td>\n",
+       "      <td>654</td>\n",
+       "      <td>1434</td>\n",
+       "      <td>20</td>\n",
+       "      <td>27</td>\n",
+       "      <td>A3</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>089</td>\n",
+       "      <td>713</td>\n",
+       "      <td>1434</td>\n",
+       "      <td>734</td>\n",
+       "      <td>1458</td>\n",
+       "      <td>21</td>\n",
+       "      <td>24</td>\n",
+       "      <td>A3</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>089</td>\n",
+       "      <td>841</td>\n",
+       "      <td>1425</td>\n",
+       "      <td>857</td>\n",
+       "      <td>1441</td>\n",
+       "      <td>16</td>\n",
+       "      <td>16</td>\n",
+       "      <td>A3</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>089</td>\n",
+       "      <td>557</td>\n",
+       "      <td>2258</td>\n",
+       "      <td>580</td>\n",
+       "      <td>2282</td>\n",
+       "      <td>23</td>\n",
+       "      <td>24</td>\n",
+       "      <td>A3</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>089</td>\n",
+       "      <td>1319</td>\n",
+       "      <td>2886</td>\n",
+       "      <td>1342</td>\n",
+       "      <td>2911</td>\n",
+       "      <td>23</td>\n",
+       "      <td>25</td>\n",
+       "      <td>A3</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  scan_id     x     y    x2    y2  width  height annotator lesion_id\n",
+       "0     089   634  1407   654  1434     20      27        A3          \n",
+       "1     089   713  1434   734  1458     21      24        A3          \n",
+       "2     089   841  1425   857  1441     16      16        A3          \n",
+       "3     089   557  2258   580  2282     23      24        A3          \n",
+       "4     089  1319  2886  1342  2911     23      25        A3          "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The final annotator A3 on the test scan ID of '089'.\n",
+    "bodytex.annotation(scan_id, annotator='A3').head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Please see the other example notebooks for additional details."
+   ]
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "ae6326c03338b4695674937b448ebbab5b2e63f9d18074dc77b16f37539e01f3"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/DermSynth3D/skin3d/notebooks/bodytex_annotations_visual.ipynb b/DermSynth3D/skin3d/notebooks/bodytex_annotations_visual.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..988683f86e189af0ac145587bdfe4e099d88cc81
--- /dev/null
+++ b/DermSynth3D/skin3d/notebooks/bodytex_annotations_visual.ipynb
@@ -0,0 +1,323 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<p>Visualize multiple annotations on a cropped section of the texture image.</p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "import os\n",
+    "import sys\n",
+    "import pandas as pd\n",
+    "from PIL import Image\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sys.path.insert(0, os.path.abspath(os.path.join(os.getcwd(), '../../skin3d')))\n",
+    "from skin3d.bodytex import BodyTexDataset\n",
+    "from skin3d.visualize import embed_annotatations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Directory of the high-resolution meshes.\n",
+    "# You will have to change this based on where you saved the data.\n",
+    "# You don't need this to run this specific example.\n",
+    "dir_textures = '/mnt/d/data/3dbodytex-1.1-highres/3dbodytex-1.1-highres'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Directory storing the example figure.\n",
+    "dir_figs = 'figs'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>subject_id</th>\n",
+       "      <th>scan_name</th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>pose</th>\n",
+       "      <th>partition</th>\n",
+       "      <th>selected</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>000-001</td>\n",
+       "      <td>000-f-run</td>\n",
+       "      <td>000</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>test</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>000-001</td>\n",
+       "      <td>001-f-u</td>\n",
+       "      <td>001</td>\n",
+       "      <td>f</td>\n",
+       "      <td>u</td>\n",
+       "      <td>test</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>002-003</td>\n",
+       "      <td>002-f-run</td>\n",
+       "      <td>002</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>train</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>002-003</td>\n",
+       "      <td>003-f-u</td>\n",
+       "      <td>003</td>\n",
+       "      <td>f</td>\n",
+       "      <td>u</td>\n",
+       "      <td>train</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>004-005</td>\n",
+       "      <td>004-f-run</td>\n",
+       "      <td>004</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>train</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  subject_id  scan_name scan_id sex pose partition  selected\n",
+       "0    000-001  000-f-run     000   f  run      test      True\n",
+       "1    000-001    001-f-u     001   f    u      test     False\n",
+       "2    002-003  002-f-run     002   f  run     train      True\n",
+       "3    002-003    003-f-u     003   f    u     train      True\n",
+       "4    004-005  004-f-run     004   f  run     train      True"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# File path of the bodytex CSV.\n",
+    "bodytex_csv = '../data/3dbodytex-1.1-highres/bodytex.csv'\n",
+    "bodytex_df = pd.read_csv(bodytex_csv, converters={'scan_id': lambda x: str(x)})\n",
+    "bodytex_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bodytex = BodyTexDataset(df=bodytex_df, dir_textures=dir_textures)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# If you already have the mesh texture images from here:\n",
+    "# https://cvi2.uni.lu/datasets/\n",
+    "# you can run the following code to load the entire texture image.\n",
+    "# Otherwise, you can skip this part and use the sample cropped image provided.\n",
+    "#full_img = np.asarray(bodytex.texture_image(scan_id), dtype=np.uint8).copy()\n",
+    "#crop_img = full_img[coords[0]:coords[1], coords[2]:coords[3], :]\n",
+    "#pil_crop = Image.fromarray(crop_img).convert('RGB')\n",
+    "#pil_crop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Bounding boxes on a cropped image.\n",
+    "# This is only used for this example notebook. \n",
+    "# In general, you should use the full texture images provided by 3DBodyTex.\n",
+    "crop_filepath = os.path.join(dir_figs, '290_crop.png')\n",
+    "# Crop coordinates.\n",
+    "coords = [325, 475, 900, 1400]\n",
+    "# Scan identifier.\n",
+    "scan_id = '290'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<PIL.Image.Image image mode=RGB size=500x150 at 0x7F24EDBFB690>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Directory of figures for the example demo.\n",
+    "# Comment this block out if you already have the full texture images.\n",
+    "full_img = None\n",
+    "pil_crop = Image.open(crop_filepath).convert(\"RGB\")\n",
+    "crop_img = np.asarray(pil_crop, dtype=np.uint8).copy()\n",
+    "pil_crop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Blue = A1, Green=A2, Yellow=A3.\n",
+    "colors = np.asarray([[0,0,255], [0,255,0], [255,255,0],])\n",
+    "annotators = [\"A1\", \"A2\", \"A3\"]\n",
+    "\n",
+    "# For visualization purposes, we pad the borders to make them easier to see. \n",
+    "pad = 2\n",
+    "for annotator, color in zip(annotators, colors):\n",
+    "    ann_df = bodytex.annotation(scan_id, annotator)\n",
+    "    if full_img is None:\n",
+    "        # This is only needed if you don't have the full texture image\n",
+    "        # (as in the example we provide here)\n",
+    "        \n",
+    "        # Select bounding boxes with coordinates in the range of the crop.\n",
+    "        crop_df = ann_df[(ann_df.y > coords[0]) & (ann_df.y < coords[1]) & \\\n",
+    "            (ann_df.x > coords[2]) & (ann_df.x < coords[3])].copy()\n",
+    "        # Offset the bounding boxes to be in the range of the crop.\n",
+    "        crop_df.x = crop_df.x - coords[2]\n",
+    "        crop_df.y = crop_df.y - coords[0]\n",
+    "        embed_annotatations(crop_img, crop_df, color, pad)\n",
+    "    else:\n",
+    "        # For the full texture image.\n",
+    "        embed_annotatations(full_img, ann_df, color, pad)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<PIL.Image.Image image mode=RGB size=500x150 at 0x7F24EF46C910>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "if full_img is None:\n",
+    "    # For this demo\n",
+    "    ann_img = Image.fromarray(crop_img).convert('RGB')\n",
+    "else:\n",
+    "    # If you have the full texture image.\n",
+    "    ann_img = Image.fromarray(full_img[coords[0]:coords[1], coords[2]:coords[3], :]).convert('RGB')\n",
+    "    \n",
+    "ann_img"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/DermSynth3D/skin3d/notebooks/bodytex_longitudinal_data.ipynb b/DermSynth3D/skin3d/notebooks/bodytex_longitudinal_data.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..90345a059958fffa16e7dc6a9d9fced3245607e0
--- /dev/null
+++ b/DermSynth3D/skin3d/notebooks/bodytex_longitudinal_data.ipynb
@@ -0,0 +1,988 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<p>Example showing the format for the longitudinal lesions.</p>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "import os\n",
+    "import sys\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sys.path.insert(0, os.path.abspath(os.path.join(os.getcwd(), '../../skin3d')))\n",
+    "from skin3d.bodytex import BodyTexDataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# File path of the bodytex CSV.\n",
+    "bodytex_csv = '../data/3dbodytex-1.1-highres/bodytex.csv'\n",
+    "bodytex_df = pd.read_csv(bodytex_csv, converters={'scan_id': lambda x: str(x)})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bodytex = BodyTexDataset(bodytex_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>subject_id</th>\n",
+       "      <th>scan_name</th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>pose</th>\n",
+       "      <th>partition</th>\n",
+       "      <th>selected</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>008-009</td>\n",
+       "      <td>008-f-run</td>\n",
+       "      <td>008</td>\n",
+       "      <td>f</td>\n",
+       "      <td>run</td>\n",
+       "      <td>long</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>020-021</td>\n",
+       "      <td>020-f-scape003</td>\n",
+       "      <td>020</td>\n",
+       "      <td>f</td>\n",
+       "      <td>scape003</td>\n",
+       "      <td>long</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>106</th>\n",
+       "      <td>106-107</td>\n",
+       "      <td>106-f-a</td>\n",
+       "      <td>106</td>\n",
+       "      <td>f</td>\n",
+       "      <td>a</td>\n",
+       "      <td>long</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>155</th>\n",
+       "      <td>154-155</td>\n",
+       "      <td>155-f-scape014</td>\n",
+       "      <td>155</td>\n",
+       "      <td>f</td>\n",
+       "      <td>scape014</td>\n",
+       "      <td>long</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>208</th>\n",
+       "      <td>208-209</td>\n",
+       "      <td>208-m-run</td>\n",
+       "      <td>208</td>\n",
+       "      <td>m</td>\n",
+       "      <td>run</td>\n",
+       "      <td>long</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>221</th>\n",
+       "      <td>220-221</td>\n",
+       "      <td>221-m-u</td>\n",
+       "      <td>221</td>\n",
+       "      <td>m</td>\n",
+       "      <td>u</td>\n",
+       "      <td>long</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>306</th>\n",
+       "      <td>306-307</td>\n",
+       "      <td>306-m-a</td>\n",
+       "      <td>306</td>\n",
+       "      <td>m</td>\n",
+       "      <td>a</td>\n",
+       "      <td>long</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>354</th>\n",
+       "      <td>354-355</td>\n",
+       "      <td>354-m-a</td>\n",
+       "      <td>354</td>\n",
+       "      <td>m</td>\n",
+       "      <td>a</td>\n",
+       "      <td>long</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>360</th>\n",
+       "      <td>360-361</td>\n",
+       "      <td>360-m-a</td>\n",
+       "      <td>360</td>\n",
+       "      <td>m</td>\n",
+       "      <td>a</td>\n",
+       "      <td>long</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>366</th>\n",
+       "      <td>366-367</td>\n",
+       "      <td>366-m-a</td>\n",
+       "      <td>366</td>\n",
+       "      <td>m</td>\n",
+       "      <td>a</td>\n",
+       "      <td>long</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    subject_id       scan_name scan_id sex      pose partition  selected\n",
+       "8      008-009       008-f-run     008   f       run      long      True\n",
+       "20     020-021  020-f-scape003     020   f  scape003      long      True\n",
+       "106    106-107         106-f-a     106   f         a      long      True\n",
+       "155    154-155  155-f-scape014     155   f  scape014      long      True\n",
+       "208    208-209       208-m-run     208   m       run      long      True\n",
+       "221    220-221         221-m-u     221   m         u      long      True\n",
+       "306    306-307         306-m-a     306   m         a      long      True\n",
+       "354    354-355         354-m-a     354   m         a      long      True\n",
+       "360    360-361         360-m-a     360   m         a      long      True\n",
+       "366    366-367         366-m-a     366   m         a      long      True"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# These are the 10 scans we labelled as longitudinal.\n",
+    "long_df = bodytex.annotated_samples_in_partition('long')\n",
+    "long_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[['008', '009'], ['020', '021'], ['106', '107'], ['154', '155'], ['208', '209'], ['220', '221'], ['306', '307'], ['354', '355'], ['360', '361'], ['366', '367']]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# There are two scans of the same subject.\n",
+    "# The longitudinal scans correspond to a test scans of the same subject.\n",
+    "# And the IDs of the pairs can be found in the `subject_id` column.\n",
+    "# You can get the pairs of corresponding IDs like this,\n",
+    "long_ids = [long_id.split('-') for long_id in long_df.subject_id.values]\n",
+    "print(long_ids)\n",
+    "# As an example, scan '106' and '107' are of the same subject,\n",
+    "# imaged twice in different poses."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>x</th>\n",
+       "      <th>y</th>\n",
+       "      <th>x2</th>\n",
+       "      <th>y2</th>\n",
+       "      <th>width</th>\n",
+       "      <th>height</th>\n",
+       "      <th>annotator</th>\n",
+       "      <th>lesion_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>106</td>\n",
+       "      <td>772</td>\n",
+       "      <td>664</td>\n",
+       "      <td>797</td>\n",
+       "      <td>689</td>\n",
+       "      <td>25</td>\n",
+       "      <td>25</td>\n",
+       "      <td></td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>106</td>\n",
+       "      <td>534</td>\n",
+       "      <td>1016</td>\n",
+       "      <td>558</td>\n",
+       "      <td>1038</td>\n",
+       "      <td>24</td>\n",
+       "      <td>22</td>\n",
+       "      <td></td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>106</td>\n",
+       "      <td>466</td>\n",
+       "      <td>1370</td>\n",
+       "      <td>491</td>\n",
+       "      <td>1392</td>\n",
+       "      <td>25</td>\n",
+       "      <td>22</td>\n",
+       "      <td></td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>106</td>\n",
+       "      <td>2449</td>\n",
+       "      <td>3635</td>\n",
+       "      <td>2467</td>\n",
+       "      <td>3656</td>\n",
+       "      <td>18</td>\n",
+       "      <td>21</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>106</td>\n",
+       "      <td>2272</td>\n",
+       "      <td>3645</td>\n",
+       "      <td>2290</td>\n",
+       "      <td>3665</td>\n",
+       "      <td>18</td>\n",
+       "      <td>20</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>106</td>\n",
+       "      <td>3099</td>\n",
+       "      <td>3455</td>\n",
+       "      <td>3121</td>\n",
+       "      <td>3479</td>\n",
+       "      <td>22</td>\n",
+       "      <td>24</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>106</td>\n",
+       "      <td>2908</td>\n",
+       "      <td>327</td>\n",
+       "      <td>2933</td>\n",
+       "      <td>344</td>\n",
+       "      <td>25</td>\n",
+       "      <td>17</td>\n",
+       "      <td></td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>106</td>\n",
+       "      <td>2798</td>\n",
+       "      <td>736</td>\n",
+       "      <td>2821</td>\n",
+       "      <td>766</td>\n",
+       "      <td>23</td>\n",
+       "      <td>30</td>\n",
+       "      <td></td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>106</td>\n",
+       "      <td>2790</td>\n",
+       "      <td>645</td>\n",
+       "      <td>2808</td>\n",
+       "      <td>667</td>\n",
+       "      <td>18</td>\n",
+       "      <td>22</td>\n",
+       "      <td></td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>106</td>\n",
+       "      <td>3433</td>\n",
+       "      <td>1493</td>\n",
+       "      <td>3457</td>\n",
+       "      <td>1518</td>\n",
+       "      <td>24</td>\n",
+       "      <td>25</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>106</td>\n",
+       "      <td>2102</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>2128</td>\n",
+       "      <td>2037</td>\n",
+       "      <td>26</td>\n",
+       "      <td>23</td>\n",
+       "      <td></td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>106</td>\n",
+       "      <td>912</td>\n",
+       "      <td>598</td>\n",
+       "      <td>934</td>\n",
+       "      <td>623</td>\n",
+       "      <td>22</td>\n",
+       "      <td>25</td>\n",
+       "      <td></td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>106</td>\n",
+       "      <td>3453</td>\n",
+       "      <td>1284</td>\n",
+       "      <td>3472</td>\n",
+       "      <td>1304</td>\n",
+       "      <td>19</td>\n",
+       "      <td>20</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>106</td>\n",
+       "      <td>3348</td>\n",
+       "      <td>1290</td>\n",
+       "      <td>3369</td>\n",
+       "      <td>1308</td>\n",
+       "      <td>21</td>\n",
+       "      <td>18</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>106</td>\n",
+       "      <td>2936</td>\n",
+       "      <td>1234</td>\n",
+       "      <td>2954</td>\n",
+       "      <td>1255</td>\n",
+       "      <td>18</td>\n",
+       "      <td>21</td>\n",
+       "      <td></td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>106</td>\n",
+       "      <td>542</td>\n",
+       "      <td>3282</td>\n",
+       "      <td>577</td>\n",
+       "      <td>3312</td>\n",
+       "      <td>35</td>\n",
+       "      <td>30</td>\n",
+       "      <td></td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>106</td>\n",
+       "      <td>712</td>\n",
+       "      <td>2272</td>\n",
+       "      <td>741</td>\n",
+       "      <td>2293</td>\n",
+       "      <td>29</td>\n",
+       "      <td>21</td>\n",
+       "      <td></td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>106</td>\n",
+       "      <td>935</td>\n",
+       "      <td>1240</td>\n",
+       "      <td>959</td>\n",
+       "      <td>1264</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td></td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>106</td>\n",
+       "      <td>955</td>\n",
+       "      <td>749</td>\n",
+       "      <td>980</td>\n",
+       "      <td>774</td>\n",
+       "      <td>25</td>\n",
+       "      <td>25</td>\n",
+       "      <td></td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>106</td>\n",
+       "      <td>1496</td>\n",
+       "      <td>2390</td>\n",
+       "      <td>1536</td>\n",
+       "      <td>2436</td>\n",
+       "      <td>40</td>\n",
+       "      <td>46</td>\n",
+       "      <td></td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>106</td>\n",
+       "      <td>3422</td>\n",
+       "      <td>425</td>\n",
+       "      <td>3472</td>\n",
+       "      <td>469</td>\n",
+       "      <td>50</td>\n",
+       "      <td>44</td>\n",
+       "      <td></td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>106</td>\n",
+       "      <td>2376</td>\n",
+       "      <td>3069</td>\n",
+       "      <td>2423</td>\n",
+       "      <td>3113</td>\n",
+       "      <td>47</td>\n",
+       "      <td>44</td>\n",
+       "      <td></td>\n",
+       "      <td>17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>106</td>\n",
+       "      <td>2445</td>\n",
+       "      <td>2937</td>\n",
+       "      <td>2480</td>\n",
+       "      <td>2978</td>\n",
+       "      <td>35</td>\n",
+       "      <td>41</td>\n",
+       "      <td></td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>106</td>\n",
+       "      <td>2473</td>\n",
+       "      <td>2672</td>\n",
+       "      <td>2511</td>\n",
+       "      <td>2713</td>\n",
+       "      <td>38</td>\n",
+       "      <td>41</td>\n",
+       "      <td></td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>106</td>\n",
+       "      <td>1024</td>\n",
+       "      <td>1361</td>\n",
+       "      <td>1087</td>\n",
+       "      <td>1415</td>\n",
+       "      <td>63</td>\n",
+       "      <td>54</td>\n",
+       "      <td></td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   scan_id     x     y    x2    y2  width  height annotator lesion_id\n",
+       "0      106   772   664   797   689     25      25                   2\n",
+       "1      106   534  1016   558  1038     24      22                   4\n",
+       "2      106   466  1370   491  1392     25      22                   5\n",
+       "3      106  2449  3635  2467  3656     18      21                    \n",
+       "4      106  2272  3645  2290  3665     18      20                    \n",
+       "5      106  3099  3455  3121  3479     22      24                    \n",
+       "6      106  2908   327  2933   344     25      17                   9\n",
+       "7      106  2798   736  2821   766     23      30                   7\n",
+       "8      106  2790   645  2808   667     18      22                   6\n",
+       "9      106  3433  1493  3457  1518     24      25                  10\n",
+       "10     106  2102  2014  2128  2037     26      23                   3\n",
+       "11     106   912   598   934   623     22      25                   1\n",
+       "12     106  3453  1284  3472  1304     19      20                    \n",
+       "13     106  3348  1290  3369  1308     21      18                    \n",
+       "14     106  2936  1234  2954  1255     18      21                   8\n",
+       "15     106   542  3282   577  3312     35      30                  11\n",
+       "16     106   712  2272   741  2293     29      21                  12\n",
+       "17     106   935  1240   959  1264     24      24                  13\n",
+       "18     106   955   749   980   774     25      25                  14\n",
+       "19     106  1496  2390  1536  2436     40      46                  15\n",
+       "20     106  3422   425  3472   469     50      44                  16\n",
+       "21     106  2376  3069  2423  3113     47      44                  17\n",
+       "22     106  2445  2937  2480  2978     35      41                  18\n",
+       "23     106  2473  2672  2511  2713     38      41                  19\n",
+       "24     106  1024  1361  1087  1415     63      54                  20"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# We can see the annotations for scan '106', \n",
+    "# where 25 lesions in total are annotated, \n",
+    "# and 20 lesions are assigned a `lesion_id`.\n",
+    "# These lesion_id's are unique integers that \n",
+    "# indicate the corresponding lesion in scan '107'.\n",
+    "bodytex.annotation('106')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>scan_id</th>\n",
+       "      <th>x</th>\n",
+       "      <th>y</th>\n",
+       "      <th>x2</th>\n",
+       "      <th>y2</th>\n",
+       "      <th>width</th>\n",
+       "      <th>height</th>\n",
+       "      <th>annotator</th>\n",
+       "      <th>lesion_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>107</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>591</td>\n",
+       "      <td>2033</td>\n",
+       "      <td>614</td>\n",
+       "      <td>19</td>\n",
+       "      <td>23</td>\n",
+       "      <td></td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>107</td>\n",
+       "      <td>2017</td>\n",
+       "      <td>428</td>\n",
+       "      <td>2047</td>\n",
+       "      <td>455</td>\n",
+       "      <td>30</td>\n",
+       "      <td>27</td>\n",
+       "      <td></td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>107</td>\n",
+       "      <td>2191</td>\n",
+       "      <td>1911</td>\n",
+       "      <td>2224</td>\n",
+       "      <td>1944</td>\n",
+       "      <td>33</td>\n",
+       "      <td>33</td>\n",
+       "      <td></td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>107</td>\n",
+       "      <td>830</td>\n",
+       "      <td>3020</td>\n",
+       "      <td>861</td>\n",
+       "      <td>3048</td>\n",
+       "      <td>31</td>\n",
+       "      <td>28</td>\n",
+       "      <td></td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>107</td>\n",
+       "      <td>418</td>\n",
+       "      <td>2883</td>\n",
+       "      <td>437</td>\n",
+       "      <td>2905</td>\n",
+       "      <td>19</td>\n",
+       "      <td>22</td>\n",
+       "      <td></td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>107</td>\n",
+       "      <td>2348</td>\n",
+       "      <td>2224</td>\n",
+       "      <td>2367</td>\n",
+       "      <td>2243</td>\n",
+       "      <td>19</td>\n",
+       "      <td>19</td>\n",
+       "      <td></td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>107</td>\n",
+       "      <td>2285</td>\n",
+       "      <td>2301</td>\n",
+       "      <td>2309</td>\n",
+       "      <td>2328</td>\n",
+       "      <td>24</td>\n",
+       "      <td>27</td>\n",
+       "      <td></td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>107</td>\n",
+       "      <td>2167</td>\n",
+       "      <td>2775</td>\n",
+       "      <td>2184</td>\n",
+       "      <td>2797</td>\n",
+       "      <td>17</td>\n",
+       "      <td>22</td>\n",
+       "      <td></td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>107</td>\n",
+       "      <td>2664</td>\n",
+       "      <td>2086</td>\n",
+       "      <td>2681</td>\n",
+       "      <td>2108</td>\n",
+       "      <td>17</td>\n",
+       "      <td>22</td>\n",
+       "      <td></td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>107</td>\n",
+       "      <td>3080</td>\n",
+       "      <td>2483</td>\n",
+       "      <td>3106</td>\n",
+       "      <td>2508</td>\n",
+       "      <td>26</td>\n",
+       "      <td>25</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>107</td>\n",
+       "      <td>819</td>\n",
+       "      <td>2264</td>\n",
+       "      <td>854</td>\n",
+       "      <td>2307</td>\n",
+       "      <td>35</td>\n",
+       "      <td>43</td>\n",
+       "      <td></td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>107</td>\n",
+       "      <td>1209</td>\n",
+       "      <td>1111</td>\n",
+       "      <td>1249</td>\n",
+       "      <td>1149</td>\n",
+       "      <td>40</td>\n",
+       "      <td>38</td>\n",
+       "      <td></td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>107</td>\n",
+       "      <td>1503</td>\n",
+       "      <td>259</td>\n",
+       "      <td>1536</td>\n",
+       "      <td>299</td>\n",
+       "      <td>33</td>\n",
+       "      <td>40</td>\n",
+       "      <td></td>\n",
+       "      <td>13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>107</td>\n",
+       "      <td>1880</td>\n",
+       "      <td>528</td>\n",
+       "      <td>1915</td>\n",
+       "      <td>573</td>\n",
+       "      <td>35</td>\n",
+       "      <td>45</td>\n",
+       "      <td></td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>107</td>\n",
+       "      <td>3196</td>\n",
+       "      <td>2654</td>\n",
+       "      <td>3251</td>\n",
+       "      <td>2702</td>\n",
+       "      <td>55</td>\n",
+       "      <td>48</td>\n",
+       "      <td></td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>107</td>\n",
+       "      <td>3696</td>\n",
+       "      <td>2576</td>\n",
+       "      <td>3736</td>\n",
+       "      <td>2616</td>\n",
+       "      <td>40</td>\n",
+       "      <td>40</td>\n",
+       "      <td></td>\n",
+       "      <td>16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>107</td>\n",
+       "      <td>847</td>\n",
+       "      <td>3196</td>\n",
+       "      <td>890</td>\n",
+       "      <td>3246</td>\n",
+       "      <td>43</td>\n",
+       "      <td>50</td>\n",
+       "      <td></td>\n",
+       "      <td>17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>107</td>\n",
+       "      <td>741</td>\n",
+       "      <td>3257</td>\n",
+       "      <td>764</td>\n",
+       "      <td>3285</td>\n",
+       "      <td>23</td>\n",
+       "      <td>28</td>\n",
+       "      <td></td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>107</td>\n",
+       "      <td>563</td>\n",
+       "      <td>3410</td>\n",
+       "      <td>598</td>\n",
+       "      <td>3458</td>\n",
+       "      <td>35</td>\n",
+       "      <td>48</td>\n",
+       "      <td></td>\n",
+       "      <td>19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>107</td>\n",
+       "      <td>1349</td>\n",
+       "      <td>286</td>\n",
+       "      <td>1382</td>\n",
+       "      <td>319</td>\n",
+       "      <td>33</td>\n",
+       "      <td>33</td>\n",
+       "      <td></td>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   scan_id     x     y    x2    y2  width  height annotator  lesion_id\n",
+       "0      107  2014   591  2033   614     19      23                    1\n",
+       "1      107  2017   428  2047   455     30      27                    2\n",
+       "2      107  2191  1911  2224  1944     33      33                    3\n",
+       "3      107   830  3020   861  3048     31      28                    4\n",
+       "4      107   418  2883   437  2905     19      22                    5\n",
+       "5      107  2348  2224  2367  2243     19      19                    6\n",
+       "6      107  2285  2301  2309  2328     24      27                    7\n",
+       "7      107  2167  2775  2184  2797     17      22                    8\n",
+       "8      107  2664  2086  2681  2108     17      22                    9\n",
+       "9      107  3080  2483  3106  2508     26      25                   10\n",
+       "10     107   819  2264   854  2307     35      43                   11\n",
+       "11     107  1209  1111  1249  1149     40      38                   12\n",
+       "12     107  1503   259  1536   299     33      40                   13\n",
+       "13     107  1880   528  1915   573     35      45                   14\n",
+       "14     107  3196  2654  3251  2702     55      48                   15\n",
+       "15     107  3696  2576  3736  2616     40      40                   16\n",
+       "16     107   847  3196   890  3246     43      50                   17\n",
+       "17     107   741  3257   764  3285     23      28                   18\n",
+       "18     107   563  3410   598  3458     35      48                   19\n",
+       "19     107  1349   286  1382   319     33      33                   20"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Here's the annotations for the corresponding scan of the same subject.\n",
+    "# As an example, lesion_id = 1 in scan 106 (row 11) and scan 107 (row 0) indicate the same lesion.\n",
+    "bodytex.annotation('107')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# For the longitudinal scans, we only annotate and track\n",
+    "# a subset of the total lesions. \n",
+    "# So there are cases where there exists more visible lesion than we annotate/track.\n",
+    "# This is because it becomes increasingly harder to track and consistently \n",
+    "# detect lesions across scans. Thus we restrict assigning a `lesion_id` to \n",
+    "# a subset of lesions we could confidently detect and track. \n",
+    "# Please see the paper for more details."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/DermSynth3D/skin3d/notebooks/figs/290_crop.png b/DermSynth3D/skin3d/notebooks/figs/290_crop.png
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diff --git a/DermSynth3D/skin3d/skin3d/__pycache__/annotate.cpython-38.pyc b/DermSynth3D/skin3d/skin3d/__pycache__/annotate.cpython-38.pyc
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diff --git a/DermSynth3D/skin3d/skin3d/__pycache__/bodytex.cpython-38.pyc b/DermSynth3D/skin3d/skin3d/__pycache__/bodytex.cpython-38.pyc
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diff --git a/gradio_app.py b/gradio_app.py
index 54900e4c2494fde5941933feaf79c1740a64a9bb..c8a2b41ca5643b4268cce4509679641c24dc2caa 100644
--- a/gradio_app.py
+++ b/gradio_app.py
@@ -974,10 +974,10 @@ def get_texture_module(tex_type):
 
 if __name__ == "__main__":
     # setup_paths()
-    mesh_paths = glob("./DermSynth3D//data/3dbodytex-1.1-highres/*/*.obj")
+    mesh_paths = glob("./DermSynth3D/data/3dbodytex-1.1-highres/*/*.obj")
     mesh_names = [os.path.basename(os.path.dirname(x)) for x in mesh_paths]
     # get the textures
-    all_textures = glob("./DermSynth3D//data/3dbodytex-1.1-highres/*/*.png")
+    all_textures = glob("./DermSynth3D/data/3dbodytex-1.1-highres/*/*.png")
     dir_blended_textures = "./hf_demo/lesions/"
     dir_anatomy = "./DermSynth3D/data/bodytex_anatomy_labels/"
     dir_background = "./DermSynth3D/data/background/IndoorScene/"