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mexicanamerican
commited on
Update app.py
Browse files
app.py
CHANGED
@@ -12,8 +12,6 @@ birefnet = AutoModelForImageSegmentation.from_pretrained(
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"ZhengPeng7/BiRefNet", trust_remote_code=True
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)
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birefnet.to("cuda")
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# Image transformation pipeline
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transform_image = transforms.Compose(
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[
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transforms.Resize((1024, 1024)),
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@@ -22,7 +20,6 @@ transform_image = transforms.Compose(
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]
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)
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# Processing function
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def fn(image):
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im = load_img(image, output_type="pil")
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im = im.convert("RGB")
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@@ -42,88 +39,37 @@ def process(image):
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mask = pred_pil.resize(image_size)
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image.putalpha(mask)
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return image
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# Process file upload
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def process_file(f):
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name_path = f.rsplit(".",
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im = load_img(f, output_type="pil")
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im = im.convert("RGB")
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transparent = process(im)
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transparent.save(name_path)
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return name_path
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# Custom CSS Styling
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css_style = """
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.gradio-container {
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background-color: #1b1b1b !important;
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color: #f5f5f5 !important;
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}
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input, textarea, button {
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border-radius: 8px !important;
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background-color: #2b2b2b !important;
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color: #f5f5f5 !important;
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border: 1px solid #3c3c3c !important;
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}
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button {
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background-color: #9146ff !important;
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padding: 10px 24px !important;
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color: white !important;
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}
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button:hover {
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background-color: #732eb5 !important;
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}
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.gr-button-primary {
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background-color: #9146ff !important;
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}
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.gr-image-preview {
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background-color: #2b2b2b !important;
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border-radius: 8px !important;
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}
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.gr-file-preview {
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background-color: #2b2b2b !important;
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color: white !important;
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}
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#output-image img {
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border-radius: 8px;
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max-width: 100%;
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}
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"""
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# Image sliders
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slider1 = ImageSlider(label="birefnet", type="pil")
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slider2 = ImageSlider(label="birefnet", type="pil")
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image = gr.Image(label="Upload an image", live=True) # Automatically submits on upload
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image2 = gr.Image(label="Upload an image", type="filepath", live=True)
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# Other inputs and file outputs
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text = gr.Textbox(label="Paste an image URL")
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png_file = gr.File(label="
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# Sample images and URLs
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chameleon = load_img("butterfly.jpg", output_type="pil")
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url = "https://hips.hearstapps.com/hmg-prod/images/gettyimages-1229892983-square.jpg"
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tab1 = gr.Interface(
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fn, inputs=image, outputs=slider1, examples=[chameleon], api_name="image"
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)
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tab2 = gr.Interface(fn, inputs=text, outputs=slider2, examples=[url], api_name="text")
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tab3 = gr.Interface(process_file, inputs=image2, outputs=png_file, examples=["butterfly.jpg"], api_name="png")
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if __name__ == "__main__":
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demo.launch(show_error=True)
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"ZhengPeng7/BiRefNet", trust_remote_code=True
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)
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birefnet.to("cuda")
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transform_image = transforms.Compose(
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[
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transforms.Resize((1024, 1024)),
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]
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)
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def fn(image):
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im = load_img(image, output_type="pil")
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im = im.convert("RGB")
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mask = pred_pil.resize(image_size)
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image.putalpha(mask)
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return image
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def process_file(f):
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name_path = f.rsplit(".",1)[0]+".png"
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im = load_img(f, output_type="pil")
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im = im.convert("RGB")
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transparent = process(im)
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transparent.save(name_path)
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return name_path
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slider1 = ImageSlider(label="birefnet", type="pil")
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slider2 = ImageSlider(label="birefnet", type="pil")
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image = gr.Image(label="Upload an image")
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image2 = gr.Image(label="Upload an image",type="filepath")
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text = gr.Textbox(label="Paste an image URL")
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png_file = gr.File(label="output png file")
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chameleon = load_img("butterfly.jpg", output_type="pil")
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url = "https://hips.hearstapps.com/hmg-prod/images/gettyimages-1229892983-square.jpg"
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tab1 = gr.Interface(
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fn, inputs=image, outputs=slider1, examples=[chameleon], api_name="image"
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)
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tab2 = gr.Interface(fn, inputs=text, outputs=slider2, examples=[url], api_name="text")
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tab3 = gr.Interface(process_file, inputs=image2, outputs=png_file, examples=["butterfly.jpg"], api_name="png")
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demo = gr.TabbedInterface(
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[tab1, tab2,tab3], ["image", "text","png"], title="birefnet for background removal"
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)
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if __name__ == "__main__":
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demo.launch(show_error=True)
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