init: data

.gitattributes

@@ -52,3 +52,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.jpg filter=lfs diff=lfs merge=lfs -text
 *.jpeg filter=lfs diff=lfs merge=lfs -text
 *.webp filter=lfs diff=lfs merge=lfs -text
+data filter=lfs diff=lfs merge=lfs -text

data/helmet_detection.csv

@@ -0,0 +1,47 @@
+image_id,image_name,mask_name,bboxes
+0,0.png,0.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '812.33', 'ytl': '939.39', 'xbr': '849.61', 'ybr': '988.62', 'z_order': '0'}]"
+1,1.png,1.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '315.52', 'ytl': '179.14', 'xbr': '348.79', 'ybr': '230.03', 'z_order': '0'}]"
+2,2.png,2.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '171.21', 'ytl': '139.41', 'xbr': '207.73', 'ybr': '195.56', 'z_order': '0'}]"
+3,3.png,3.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '167.14', 'ytl': '7.79', 'xbr': '245.10', 'ybr': '134.40', 'z_order': '0'}]"
+4,4.png,4.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '319.75', 'ytl': '205.09', 'xbr': '352.89', 'ybr': '244.33', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '587.60', 'ytl': '189.54', 'xbr': '602.48', 'ybr': '208.48', 'z_order': '0'}]"
+5,5.png,5.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '567.57', 'ytl': '73.43', 'xbr': '584.42', 'ybr': '93.20', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '334.60', 'ytl': '260.65', 'xbr': '355.01', 'ybr': '282.04', 'z_order': '0'}]"
+6,6.png,6.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '362.00', 'ytl': '272.53', 'xbr': '378.02', 'ybr': '290.31', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '355.23', 'ytl': '306.08', 'xbr': '381.15', 'ybr': '333.36', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '325.37', 'ytl': '284.01', 'xbr': '340.89', 'ybr': '298.63', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '365.87', 'ytl': '97.56', 'xbr': '375.32', 'ybr': '111.51', 'z_order': '0'}]"
+7,7.png,7.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '293.52', 'ytl': '188.94', 'xbr': '313.77', 'ybr': '213.88', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '265.02', 'ytl': '222.88', 'xbr': '289.96', 'ybr': '247.26', 'z_order': '0'}]"
+8,8.png,8.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '376.03', 'ytl': '179.92', 'xbr': '395.72', 'ybr': '202.43', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '265.70', 'ytl': '222.19', 'xbr': '289.45', 'ybr': '247.35', 'z_order': '0'}]"
+9,9.png,9.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '611.94', 'ytl': '142.22', 'xbr': '630.38', 'ybr': '165.03', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '178.24', 'ytl': '114.86', 'xbr': '196.05', 'ybr': '133.61', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '295.06', 'ytl': '222.60', 'xbr': '316.21', 'ybr': '250.05', 'z_order': '0'}]"
+10,10.png,10.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '316.34', 'ytl': '141.37', 'xbr': '351.45', 'ybr': '188.09', 'z_order': '0'}]"
+11,11.png,11.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '218.06', 'ytl': '159.73', 'xbr': '260.45', 'ybr': '209.15', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '414.52', 'ytl': '219.81', 'xbr': '461.24', 'ybr': '267.61', 'z_order': '0'}]"
+12,12.png,12.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '103.30', 'ytl': '205.91', 'xbr': '158.65', 'ybr': '273.95', 'z_order': '0'}]"
+13,13.png,13.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '387.31', 'ytl': '158.47', 'xbr': '434.57', 'ybr': '219.45', 'z_order': '0'}]"
+14,14.png,14.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '248.41', 'ytl': '337.19', 'xbr': '298.95', 'ybr': '406.53', 'z_order': '0'}]"
+15,15.png,15.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '310.62', 'ytl': '152.82', 'xbr': '343.34', 'ybr': '201.75', 'z_order': '0'}]"
+16,16.png,16.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '449.49', 'ytl': '383.39', 'xbr': '505.87', 'ybr': '450.66', 'z_order': '0'}]"
+17,17.png,17.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '302.91', 'ytl': '389.65', 'xbr': '362.20', 'ybr': '473.89', 'z_order': '0'}]"
+18,18.png,18.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '265.70', 'ytl': '188.68', 'xbr': '302.98', 'ybr': '229.45', 'z_order': '0'}, {'label': 'no_helmet', 'occluded': '0', 'source': 'manual', 'xtl': '289.21', 'ytl': '160.06', 'xbr': '325.93', 'ybr': '199.75', 'z_order': '0'}]"
+19,19.png,19.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '119.77', 'ytl': '225.62', 'xbr': '171.88', 'ybr': '280.97', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '288.26', 'ytl': '83.86', 'xbr': '333.90', 'ybr': '141.37', 'z_order': '0'}]"
+20,20.png,20.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '499.90', 'ytl': '79.40', 'xbr': '520.42', 'ybr': '101.27', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '309.27', 'ytl': '257.07', 'xbr': '335.19', 'ybr': '282.46', 'z_order': '0'}]"
+21,21.png,21.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '379.43', 'ytl': '266.51', 'xbr': '425.15', 'ybr': '333.70', 'z_order': '0'}]"
+22,22.png,22.png,"[{'label': 'no_helmet', 'occluded': '0', 'source': 'manual', 'xtl': '351.32', 'ytl': '240.90', 'xbr': '377.81', 'ybr': '285.43', 'z_order': '0'}, {'label': 'no_helmet', 'occluded': '0', 'source': 'manual', 'xtl': '270.72', 'ytl': '273.03', 'xbr': '302.28', 'ybr': '322.07', 'z_order': '0'}]"
+23,23.png,23.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '145.40', 'ytl': '219.92', 'xbr': '170.78', 'ybr': '251.78', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '504.25', 'ytl': '249.08', 'xbr': '527.47', 'ybr': '276.10', 'z_order': '0'}]"
+24,24.png,24.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '270.26', 'ytl': '96.10', 'xbr': '334.76', 'ybr': '176.73', 'z_order': '0'}]"
+25,25.png,25.png,[]
+26,26.png,26.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '250.76', 'ytl': '231.10', 'xbr': '278.76', 'ybr': '257.40', 'z_order': '0'}]"
+27,27.png,27.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '273.25', 'ytl': '207.39', 'xbr': '307.93', 'ybr': '247.67', 'z_order': '0'}]"
+28,28.png,28.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '147.91', 'ytl': '0.00', 'xbr': '197.55', 'ybr': '61.47', 'z_order': '0'}]"
+29,29.png,29.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '469.82', 'ytl': '218.18', 'xbr': '492.70', 'ybr': '245.55', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '485.14', 'ytl': '235.60', 'xbr': '504.28', 'ybr': '254.35', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '404.16', 'ytl': '244.23', 'xbr': '435.26', 'ybr': '286.62', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '581.12', 'ytl': '484.16', 'xbr': '602.40', 'ybr': '508.40', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '607.55', 'ytl': '144.06', 'xbr': '618.81', 'ybr': '157.97', 'z_order': '0'}, {'label': 'no_helmet', 'occluded': '0', 'source': 'manual', 'xtl': '593.39', 'ytl': '151.95', 'xbr': '602.14', 'ybr': '162.74', 'z_order': '0'}]"
+30,30.png,30.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '355.42', 'ytl': '322.41', 'xbr': '374.99', 'ybr': '342.44', 'z_order': '0'}]"
+31,31.png,31.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '272.74', 'ytl': '150.66', 'xbr': '298.39', 'ybr': '182.25', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '175.39', 'ytl': '213.20', 'xbr': '203.21', 'ybr': '245.87', 'z_order': '0'}]"
+32,32.png,32.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '329.35', 'ytl': '257.41', 'xbr': '376.01', 'ybr': '310.29', 'z_order': '0'}]"
+33,33.png,33.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '140.69', 'ytl': '346.69', 'xbr': '163.74', 'ybr': '371.04', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '213.87', 'ytl': '340.31', 'xbr': '235.75', 'ybr': '368.57', 'z_order': '0'}]"
+34,34.png,34.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '342.54', 'ytl': '289.88', 'xbr': '375.75', 'ybr': '325.52', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '338.00', 'ytl': '313.91', 'xbr': '370.67', 'ybr': '350.37', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '363.87', 'ytl': '223.19', 'xbr': '393.30', 'ybr': '260.18', 'z_order': '0'}]"
+35,35.png,35.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '353.61', 'ytl': '215.09', 'xbr': '389.52', 'ybr': '260.45', 'z_order': '0'}]"
+36,36.png,36.png,"[{'label': 'no_helmet', 'occluded': '0', 'source': 'manual', 'xtl': '250.28', 'ytl': '234.98', 'xbr': '277.06', 'ybr': '270.76', 'z_order': '0'}]"
+37,37.png,37.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '233.45', 'ytl': '174.58', 'xbr': '264.50', 'ybr': '207.26', 'z_order': '0'}]"
+38,38.png,38.png,"[{'label': 'no_helmet', 'occluded': '0', 'source': 'manual', 'xtl': '187.05', 'ytl': '145.20', 'xbr': '207.53', 'ybr': '175.57', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '211.28', 'ytl': '141.46', 'xbr': '235.59', 'ybr': '177.24', 'z_order': '0'}, {'label': 'no_helmet', 'occluded': '0', 'source': 'manual', 'xtl': '500.77', 'ytl': '255.05', 'xbr': '531.50', 'ybr': '290.42', 'z_order': '0'}]"
+39,39.png,39.png,"[{'label': 'no_helmet', 'occluded': '0', 'source': 'manual', 'xtl': '389.36', 'ytl': '146.01', 'xbr': '423.70', 'ybr': '190.73', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '282.75', 'ytl': '140.18', 'xbr': '325.85', 'ybr': '195.27', 'z_order': '0'}]"
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+42,42.png,42.png,"[{'label': 'no_helmet', 'occluded': '0', 'source': 'manual', 'xtl': '287.25', 'ytl': '249.69', 'xbr': '309.08', 'ybr': '276.47', 'z_order': '0'}]"
+43,43.png,43.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '241.52', 'ytl': '170.33', 'xbr': '259.42', 'ybr': '191.49', 'z_order': '0'}]"
+44,44.png,44.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '540.32', 'ytl': '88.13', 'xbr': '554.52', 'ybr': '101.13', 'z_order': '0'}, {'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '256.32', 'ytl': '412.84', 'xbr': '273.26', 'ybr': '430.96', 'z_order': '0'}]"
+45,45.png,45.png,"[{'label': 'helmet', 'occluded': '0', 'source': 'manual', 'xtl': '279.93', 'ytl': '230.56', 'xbr': '301.42', 'ybr': '252.69', 'z_order': '0'}]"

data/images.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8e52ff4b39e9aacf0020634c5de14ddd163646121a1fdd13cbbba17a73c2e469
+size 31108565

data/masks.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b51dccb1d4a4730531b06d4a8f3b56b92a73633c2aec05a0324620e4c128b77
+size 25463066

face_segmentation.py

@@ -0,0 +1,76 @@
+import datasets
+import pandas as pd
+
+_CITATION = """\
+@InProceedings{huggingface:dataset,
+title = {face_segmentation},
+author = {TrainingDataPro},
+year = {2023}
+}
+"""
+
+_DESCRIPTION = """\
+An example of a dataset that we've collected for a photo edit App.
+The dataset includes 20 selfies of people (man and women)
+in segmentation masks and their visualisations.
+"""
+_NAME = 'face_segmentation'
+
+_HOMEPAGE = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}"
+
+_LICENSE = ""
+
+_DATA = f"https://huggingface.co/datasets/TrainingDataPro/{_NAME}/resolve/main/data/"
+
+
+class FaceSegmentation(datasets.GeneratorBasedBuilder):
+    """Small sample of image-text pairs"""
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features({
+                'image': datasets.Image(),
+                'mask': datasets.Image(),
+                'id': datasets.Value('string'),
+                'gender': datasets.Value('string'),
+                'age': datasets.Value('int8')
+            }),
+            supervised_keys=None,
+            homepage=_HOMEPAGE,
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        images = dl_manager.download(f"{_DATA}images.tar.gz")
+        masks = dl_manager.download(f"{_DATA}masks.tar.gz")
+        annotations = dl_manager.download(f"{_DATA}{_NAME}.csv")
+        images = dl_manager.iter_archive(images)
+        masks = dl_manager.iter_archive(masks)
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN,
+                                    gen_kwargs={
+                                        "images": images,
+                                        'masks': masks,
+                                        'annotations': annotations
+                                    }),
+        ]
+
+    def _generate_examples(self, images, masks, annotations):
+        annotations_df = pd.read_csv(annotations, sep=';')
+
+        for idx, ((image_path, image),
+                  (mask_path, mask)) in enumerate(zip(images, masks)):
+            yield idx, {
+                "image": {
+                    "path": image_path,
+                    "bytes": image.read()
+                },
+                "mask": {
+                    "path": mask_path,
+                    "bytes": mask.read()
+                },
+                'id': annotations_df['id'].iloc[idx],
+                'gender': annotations_df['gender'].iloc[idx],
+                'age': annotations_df['age'].iloc[idx]
+            }