Commit
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58b426c
1
Parent(s):
2b32190
Update app.py
Browse files
app.py
CHANGED
@@ -15,9 +15,9 @@ import keras.backend as K
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resized_shape = (768, 768, 3)
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IMG_SCALING = (1, 1)
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def get_opencv_img_from_buffer(buffer, flags=cv2.IMREAD_COLOR):
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# Download the model file
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def download_model():
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@@ -52,14 +52,14 @@ def dice_coef(y_true, y_pred, smooth=1):
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# Load the model
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seg_model = tf.keras.models.load_model('seg_unet_model.h5', custom_objects={'Combo_loss': Combo_loss, 'dice_coef': dice_coef})
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inputs = gr.inputs.Image(type="
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image_output = gr.outputs.Image(type="numpy", label="Output Image")
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# outputs = gr.outputs.HTML() #uncomment for single class output
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def gen_pred(img=inputs, model=seg_model):
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# rgb_path = os.path.join(test_image_dir,img)
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# img = cv2.imread(rgb_path)
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img = cv2.imread("./003e2c95d.jpg")
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img = img[::IMG_SCALING[0], ::IMG_SCALING[1]]
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img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
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img = img/255
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resized_shape = (768, 768, 3)
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IMG_SCALING = (1, 1)
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# def get_opencv_img_from_buffer(buffer, flags=cv2.IMREAD_COLOR):
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# bytes_as_np_array = np.frombuffer(buffer.read(), dtype=np.uint8)
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# return cv2.imdecode(bytes_as_np_array, flags)
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# Download the model file
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def download_model():
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# Load the model
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seg_model = tf.keras.models.load_model('seg_unet_model.h5', custom_objects={'Combo_loss': Combo_loss, 'dice_coef': dice_coef})
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inputs = gr.inputs.Image(type="numpy", label="Upload an image", source="upload")
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image_output = gr.outputs.Image(type="numpy", label="Output Image")
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# outputs = gr.outputs.HTML() #uncomment for single class output
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def gen_pred(img=inputs, model=seg_model):
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# rgb_path = os.path.join(test_image_dir,img)
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# img = cv2.imread(rgb_path)
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# img = cv2.imread("./003e2c95d.jpg")
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img = img[::IMG_SCALING[0], ::IMG_SCALING[1]]
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img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
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img = img/255
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