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adding explanation of usage on the gradio app
Browse files
app.py
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@@ -6,7 +6,12 @@ import os
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from tqdm import tqdm
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from PIL import Image
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def
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segmenter = Mask2FormerSegmenter()
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segmenter.load_models(checkpoint_name = "facebook/mask2former-swin-large-ade-semantic")
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@@ -24,17 +29,22 @@ def main(image1, image2, refine='False'):
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return image_a, image_b
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def
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img1 = Image.fromarray(image1.astype('uint8'), 'RGB')
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img2 = Image.fromarray(image2.astype('uint8'), 'RGB')
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return
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iface = gr.Interface(
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fn=
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inputs=["image", "image", gr.inputs.Checkbox(label="Use Refiner on background")],
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outputs=["image", "image"],
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title="Background Swapper App",
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description="Upload two images to see their backgrounds swapped.
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)
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iface.launch()
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from tqdm import tqdm
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from PIL import Image
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def process_image(image1, image2, refine='False'):
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""" Process a pair of images to swap their backgrounds.
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image1: PIL image of the first image.
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image2: PIL image of the second image.
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refine: if True, use an additional network in the inpainter to refine the background.\
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useful in high-resolution images and large inpainting masks. It takes longer to run."""
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segmenter = Mask2FormerSegmenter()
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segmenter.load_models(checkpoint_name = "facebook/mask2former-swin-large-ade-semantic")
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return image_a, image_b
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def run_gradio_fn(image1, image2, refine=False):
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""" Run the background swapper app on a pair of images."""
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img1 = Image.fromarray(image1.astype('uint8'), 'RGB')
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img2 = Image.fromarray(image2.astype('uint8'), 'RGB')
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return process_image(img1, img2, refine)
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iface = gr.Interface(
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fn=run_gradio_fn,
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inputs=["image", "image", gr.inputs.Checkbox(label="Use Refiner on background")],
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outputs=["image", "image"],
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title="Background Swapper App",
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description="Upload two images to see their backgrounds swapped. \
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The first image will have the background of the second image, and vice versa. \
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Refiner option: Uses an additional network in the inpainter to refine the background.\
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Useful in high-resolution images and large inpainting masks. \
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It takes about 20s longer to run on 1024x1024",
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)
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iface.launch()
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