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update app.py
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app.py
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#
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# as first try
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import gradio as gr
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@@ -7,17 +6,17 @@ import kornia as K
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from kornia.core import Tensor
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def
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# load the image using the rust backend
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img: Tensor = K.io.load_image(file.name, K.io.ImageLoadType.RGB32)
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img = img[None] # 1xCxHxW / fp32 / [0, 1]
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# apply tensor image enhancement
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x_out: Tensor = K.
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x_out = K.
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x_out = K.
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x_out = K.
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x_out = K.
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return K.utils.tensor_to_image(x_out)
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@@ -27,19 +26,19 @@ examples = [
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["examples/kitty.jpg", 0, 1, 1, 1, 0],
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]
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title = "Kornia Image
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description = "<p style='text-align: center'>This is a Gradio demo for Kornia's Image
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article = "<p style='text-align: center'><a href='https://kornia.readthedocs.io/en/latest/' target='_blank'>Kornia Docs</a> | <a href='https://github.com/kornia/kornia' target='_blank'>Kornia Github Repo</a> | <a href='https://kornia-tutorials.readthedocs.io/en/latest/image_enhancement.html' target='_blank'>Kornia Enhancements Tutorial</a></p>"
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iface = gr.Interface(
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enhance,
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[
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gr.inputs.Image(type="file"),
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gr.inputs.Slider(minimum=0, maximum=1, step=0.1, default=0, label="
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gr.inputs.Slider(minimum=0, maximum=4, step=0.1, default=1, label="
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gr.inputs.Slider(minimum=0, maximum=4, step=0.1, default=1, label="
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gr.inputs.Slider(minimum=0, maximum=1, step=0.1, default=1, label="
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gr.inputs.Slider(minimum=0, maximum=4, step=0.1, default=0, label="
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],
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"image",
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examples=examples,
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# created with great guidance from https://github.com/NimaBoscarino
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import gradio as gr
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from kornia.core import Tensor
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def filters(file, box_blur, blur_pool2d, gaussian_blur2d, max_blur_pool2d, median_blur):
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# load the image using the rust backend
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img: Tensor = K.io.load_image(file.name, K.io.ImageLoadType.RGB32)
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img = img[None] # 1xCxHxW / fp32 / [0, 1]
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# apply tensor image enhancement
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x_out: Tensor = K.filters.box_blur(img, float(box_blur))
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x_out = K.filters.blur_pool2d(x_out, float(blur_pool2d))
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x_out = K.filters.gaussian_blur2d(x_out, float(gaussian_blur2d))
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x_out = K.filters.max_blur_pool2d(x_out, float(max_blur_pool2d))
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x_out = K.filters.median_blur(x_out, float(median_blur))
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return K.utils.tensor_to_image(x_out)
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["examples/kitty.jpg", 0, 1, 1, 1, 0],
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]
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title = "Kornia Image Filters"
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description = "<p style='text-align: center'>This is a Gradio demo for Kornia's Image Filters.</p><p style='text-align: center'>To use it, simply upload your image, or click one of the examples to load them, and use the sliders to enhance! Read more at the links at the bottom.</p>"
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article = "<p style='text-align: center'><a href='https://kornia.readthedocs.io/en/latest/' target='_blank'>Kornia Docs</a> | <a href='https://github.com/kornia/kornia' target='_blank'>Kornia Github Repo</a> | <a href='https://kornia-tutorials.readthedocs.io/en/latest/image_enhancement.html' target='_blank'>Kornia Enhancements Tutorial</a></p>"
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iface = gr.Interface(
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enhance,
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[
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gr.inputs.Image(type="file"),
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gr.inputs.Slider(minimum=0, maximum=1, step=0.1, default=0, label="Box Blur"),
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gr.inputs.Slider(minimum=0, maximum=4, step=0.1, default=1, label="Blur Pool"),
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gr.inputs.Slider(minimum=0, maximum=4, step=0.1, default=1, label="Gaussian Blur"),
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gr.inputs.Slider(minimum=0, maximum=1, step=0.1, default=1, label="Max Pool"),
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gr.inputs.Slider(minimum=0, maximum=4, step=0.1, default=0, label="Median Blur"),
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],
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"image",
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examples=examples,
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