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import streamlit as st |
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import albumentations as A |
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from utils import load_augmentations_config |
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from visuals import ( |
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show_transform_control, |
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select_image, |
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show_credentials, |
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show_docstring, |
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) |
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st.title("Demo of Albumentations") |
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image = select_image(path_to_images="images") |
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placeholder_params = { |
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"image_width": image.shape[1], |
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"image_height": image.shape[0], |
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"image_half_width": int(image.shape[1] / 2), |
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"image_half_height": int(image.shape[0] / 2), |
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} |
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augmentations = load_augmentations_config( |
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placeholder_params, "configs/augmentations.json" |
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) |
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transform_name = st.sidebar.selectbox( |
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"Select a transformation:", sorted(list(augmentations.keys())) |
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) |
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param_values = show_transform_control(augmentations[transform_name]) |
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transform = getattr(A, transform_name)(**param_values) |
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augmented_image = transform(image=image)["image"] |
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width_original = 400 |
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width_transformed = int(width_original / image.shape[1] * augmented_image.shape[1]) |
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st.image( |
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image, caption="Original image", width=width_original, |
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) |
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st.image( |
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augmented_image, caption="Transformed image", width=width_transformed, |
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) |
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st.code(str(transform)) |
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show_docstring(transform) |
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show_credentials() |
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