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README.md

@@ -1,10 +1,10 @@
 ---
-title: GradioML2
-emoji: ⚡
-colorFrom: blue
-colorTo: red
+title: Segmentation
+emoji: 👀
+colorFrom: red
+colorTo: blue
 sdk: gradio
-sdk_version: 4.2.0
+sdk_version: 3.44.4
 app_file: app.py
 pinned: false
 ---

app.py

@@ -8,167 +8,165 @@ import tensorflow as tf
 from transformers import SegformerFeatureExtractor, TFSegformerForSemanticSegmentation
 
 feature_extractor = SegformerFeatureExtractor.from_pretrained(
-    # "nvidia/segformer-b5-finetuned-ade-640-640"
-    "nvidia/segformer-b0-finetuned-ade-512-512"
+    "nvidia/segformer-b5-finetuned-ade-640-640"
 )
 model = TFSegformerForSemanticSegmentation.from_pretrained(
-    # "nvidia/segformer-b5-finetuned-ade-640-640"
-    "nvidia/segformer-b0-finetuned-ade-512-512"
+    "nvidia/segformer-b5-finetuned-ade-640-640"
 )
 
 def ade_palette():
     """ADE20K palette that maps each class to RGB values."""
     return [
-        [78, 145, 57],
-        [200, 78, 112],
-        [99, 89, 145],
-        [200, 156, 78],
-        [57, 78, 145],
-        [78, 57, 99],
-        [145, 112, 78],
-        [78, 89, 145],
-        [210, 99, 28],
-        [145, 78, 189],
-        [57, 200, 136],
-        [89, 156, 78],
-        [99, 28, 210],
-        [189, 78, 47],
-        [28, 210, 99],
-        [200, 78, 112],
-        [210, 99, 28],
-        [78, 145, 57],
-        [145, 78, 99],
-        [78, 57, 99],
-        [78, 145, 57],
-        [99, 28, 210],
-        [99, 89, 145],
-        [145, 78, 99],
-        [145, 112, 78],
-        [78, 89, 145],
-        [57, 78, 145],
-        [57, 200, 136],
-        [57, 78, 145],
-        [99, 28, 210],
-        [89, 156, 78],
-        [57, 78, 145],
-        [78, 89, 145],
-        [145, 112, 78],
-        [200, 156, 78],
-        [57, 200, 136],
+        [204, 87, 92],
+        [112, 185, 212],
+        [45, 189, 106],
+        [234, 123, 67],
+        [78, 56, 123],
+        [210, 32, 89],
+        [90, 180, 56],
+        [155, 102, 200],
+        [33, 147, 176],
+        [255, 183, 76],
+        [67, 123, 89],
+        [190, 60, 45],
+        [134, 112, 200],
+        [56, 45, 189],
+        [200, 56, 123],
+        [87, 92, 204],
+        [120, 56, 123],
+        [45, 78, 123],
+        [156, 200, 56],
+        [32, 90, 210],
+        [56, 123, 67],
+        [180, 56, 123],
+        [123, 67, 45],
+        [45, 134, 200],
+        [67, 56, 123],
+        [78, 123, 67],
+        [32, 210, 90],
+        [45, 56, 189],
+        [123, 56, 123],
+        [56, 156, 200],
+        [189, 56, 45],
+        [112, 200, 56],
+        [56, 123, 45],
+        [200, 32, 90],
+        [123, 45, 78],
+        [200, 156, 56],
+        [45, 67, 123],
+        [56, 45, 78],
+        [45, 56, 123],
+        [123, 67, 56],
+        [56, 78, 123],
+        [210, 90, 32],
+        [123, 56, 189],
+        [45, 200, 134],
+        [67, 123, 56],
+        [123, 45, 67],
+        [90, 32, 210],
+        [200, 45, 78],
+        [32, 210, 90],
+        [45, 123, 67],
+        [165, 42, 87],
+        [72, 145, 167],
+        [15, 158, 75],
+        [209, 89, 40],
+        [32, 21, 121],
+        [184, 20, 100],
+        [56, 135, 15],
+        [128, 92, 176],
+        [1, 119, 140],
+        [220, 151, 43],
+        [41, 97, 72],
+        [148, 38, 27],
+        [107, 86, 176],
+        [21, 26, 136],
+        [174, 27, 90],
+        [91, 96, 204],
+        [108, 50, 107],
+        [27, 45, 136],
+        [168, 200, 52],
+        [7, 102, 27],
+        [42, 93, 56],
+        [140, 52, 112],
+        [92, 107, 168],
+        [17, 118, 176],
+        [59, 50, 174],
+        [206, 40, 143],
+        [44, 19, 142],
+        [23, 168, 75],
+        [54, 57, 189],
+        [144, 21, 15],
+        [15, 176, 35],
+        [107, 19, 79],
+        [204, 52, 114],
+        [48, 173, 83],
+        [11, 120, 53],
+        [206, 104, 28],
+        [20, 31, 153],
+        [27, 21, 93],
+        [11, 206, 138],
+        [112, 30, 83],
+        [68, 91, 152],
+        [153, 13, 43],
+        [25, 114, 54],
+        [92, 27, 150],
+        [108, 42, 59],
+        [194, 77, 5],
+        [145, 48, 83],
+        [7, 113, 19],
+        [25, 92, 113],
+        [60, 168, 79],
+        [78, 33, 120],
+        [89, 176, 205],
+        [27, 200, 94],
+        [210, 67, 23],
+        [123, 89, 189],
+        [225, 56, 112],
+        [75, 156, 45],
+        [172, 104, 200],
+        [15, 170, 197],
+        [240, 133, 65],
+        [89, 156, 112],
+        [214, 88, 57],
+        [156, 134, 200],
+        [78, 57, 189],
+        [200, 78, 123],
+        [106, 120, 210],
+        [145, 56, 112],
+        [89, 120, 189],
+        [185, 206, 56],
+        [47, 99, 28],
+        [112, 189, 78],
+        [200, 112, 89],
+        [89, 145, 112],
+        [78, 106, 189],
+        [112, 78, 189],
+        [156, 112, 78],
         [28, 210, 99],
-        [78, 57, 99],
+        [78, 89, 189],
+        [189, 78, 57],
+        [112, 200, 78],
+        [189, 47, 78],
+        [205, 112, 57],
         [78, 145, 57],
-        [57, 200, 136],
-        [57, 78, 145],
-        [210, 99, 28],
-        [145, 78, 189],
         [200, 78, 112],
-        [78, 89, 145],
-        [99, 28, 210],
-        [189, 78, 47],
         [99, 89, 145],
-        [78, 145, 57],
         [200, 156, 78],
         [57, 78, 145],
-        [210, 99, 28],
-        [145, 78, 189],
-        [78, 89, 145],
-        [200, 78, 112],
-        [57, 78, 145],
-        [145, 112, 78],
-        [99, 28, 210],
-        [57, 200, 136],
         [78, 57, 99],
-        [28, 210, 99],
-        [189, 78, 47],
-        [145, 78, 189],
-        [78, 57, 99],
-        [99, 28, 210],
-        [57, 200, 136],
-        [145, 112, 78],
-        [78, 89, 145],
-        [200, 78, 112],
-        [78, 57, 99],
-        [99, 28, 210],
-        [145, 78, 99],
-        [28, 210, 99],
-        [145, 112, 78],
-        [78, 89, 145],
-        [57, 200, 136],
         [57, 78, 145],
-        [189, 78, 47],
-        [200, 156, 78],
-        [99, 28, 210],
+        [145, 112, 78],
         [78, 89, 145],
-        [145, 78, 189],
-        [57, 78, 145],
-        [200, 78, 112],
-        [78, 57, 99],
-        [99, 89, 145],
         [210, 99, 28],
         [145, 78, 189],
-        [28, 210, 99],
-        [145, 112, 78],
-        [57, 200, 136],
-        [78, 57, 99],
-        [78, 145, 57],
-        [99, 28, 210],
-        [200, 156, 78],
-        [57, 78, 145],
-        [145, 78, 99],
-        [78, 89, 145],
         [57, 200, 136],
-        [28, 210, 99],
-        [99, 89, 145],
-        [78, 145, 57],
+        [89, 156, 78],
         [145, 78, 99],
-        [200, 78, 112],
-        [78, 57, 99],
-        [210, 99, 28],
-        [57, 78, 145],
-        [200, 156, 78],
         [99, 28, 210],
         [189, 78, 47],
-        [78, 89, 145],
-        [57, 200, 136],
-        [145, 112, 78],
-        [145, 78, 189],
         [28, 210, 99],
-        [99, 89, 145],
-        [78, 57, 99],
-        [57, 200, 136],
-        [210, 99, 28],
-        [145, 112, 78],
         [78, 145, 57],
-        [78, 89, 145],
-        [57, 78, 145],
-        [200, 78, 112],
-        [189, 78, 47],
-        [200, 156, 78],
-        [57, 200, 136],
-        [99, 89, 145],
-        [99, 28, 210],
-        [145, 112, 78],
-        [145, 78, 99],
-        [57, 78, 145],
-        [28, 210, 99],
-        [78, 57, 99],
-        [78, 145, 57],
-        [57, 200, 136],
-        [78, 89, 145],
-        [99, 28, 210],
-        [200, 156, 78],
-        [145, 78, 189],
-        [78, 57, 99],
-        [57, 78, 145],
-        [210, 99, 28],
-        [99, 89, 145],
-        [28, 210, 99],
-        [145, 112, 78],
-        [200, 78, 112],
-        [78, 57, 99],
-        [57, 78, 145],
-        [99, 28, 210],
     ]
 
 labels_list = []
@@ -237,7 +235,7 @@ def sepia(input_img):
 demo = gr.Interface(fn=sepia,
                     inputs=gr.Image(shape=(400, 600)),
                     outputs=['plot'],
-                    examples=["sample-1.jpg", "sample-2.jpg", "sample-3.png", ],
+                    examples=["ADE_val_00000001.jpeg", "ADE_val_00001159.jpg", "ADE_val_00001248.jpg", "ADE_val_00001472.jpg"],
                     allow_flagging='never')