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Update app.py
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app.py
CHANGED
@@ -24,35 +24,6 @@ def image_objects(image):
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pred = model(image)
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pred_object_list = [str(i)+'_'+x['label'] for i, x in enumerate(pred)]
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return gr.Dropdown.update(choices = pred_object_list, interactive = True)
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def blurr_object(image, object, blur_strength):
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image = img_resize(image)
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object_number = int(object.split('_')[0])
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mask_array = np.asarray(pred[object_number]['mask'])/255
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image_array = np.asarray(image)
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mask_array_three_channel = np.zeros_like(image_array)
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mask_array_three_channel[:,:,0] = mask_array
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mask_array_three_channel[:,:,1] = mask_array
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mask_array_three_channel[:,:,2] = mask_array
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segmented_image = image_array*mask_array_three_channel
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blur_image = np.asarray(image.filter(ImageFilter.GaussianBlur(radius=blur_strength)))
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mask_array_three_channel_invert = 1-mask_array_three_channel
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blur_image_reverse_mask = blur_image*mask_array_three_channel_invert
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#seg_out=image_array.astype(np.uint8)
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blurred_output_image = Image.fromarray((blur_image_reverse_mask).astype(np.uint8)+segmented_image.astype(np.uint8))
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for _ in range(int(blur_strength//2.5)):
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blurred_output_image = blurred_output_image.filter(ImageFilter.SMOOTH_MORE)
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return blurred_output_image
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def get_seg(image, object):
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image = img_resize(image)
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@@ -94,30 +65,14 @@ with app:
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### Input Image
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""")
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image_input = gr.Image(type="pil")
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with gr.Column():
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with gr.Row():
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gr.Markdown(
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"""
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### Found Objects
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""")
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with gr.Row():
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blur_slider = gr.Slider(minimum=0.5, maximum=10, value=3, label="Adject Blur Strength")
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with gr.Row():
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object_output = gr.Dropdown(label="Select Object From Dropdown")
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with gr.Row():
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with gr.Column():
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gr.Markdown(
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"""
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### Blurred Image Output
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""")
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image_output = gr.Image()
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with gr.Column():
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seg_btn = gr.Button(label="Run")
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gal1=gr.Gallery(type="filepath").style(grid=
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seg_btn.click(get_seg, inputs=[image_input,object_output], outputs=gal1)
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@@ -131,9 +86,4 @@ with app:
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inputs=[image_input, object_output, blur_slider],
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outputs=[image_output])
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blur_slider.change(fn=blurr_object,
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inputs=[image_input, object_output, blur_slider],
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outputs=[image_output])
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app.launch()
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pred = model(image)
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pred_object_list = [str(i)+'_'+x['label'] for i, x in enumerate(pred)]
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return gr.Dropdown.update(choices = pred_object_list, interactive = True)
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def get_seg(image, object):
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image = img_resize(image)
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### Input Image
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""")
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image_input = gr.Image(type="pil")
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with gr.Row():
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with gr.Column():
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object_output = gr.Dropdown(label="Select Object From Dropdown")
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with gr.Row():
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with gr.Column():
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seg_btn = gr.Button(label="Run")
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gal1=gr.Gallery(type="filepath").style(grid=4)
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seg_btn.click(get_seg, inputs=[image_input,object_output], outputs=gal1)
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inputs=[image_input, object_output, blur_slider],
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outputs=[image_output])
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app.launch()
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