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  1. README.md +23 -0
  2. config.json +1 -0
  3. pytorch_model.bin +3 -0
README.md ADDED
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+
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+ ---
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+ language: en
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+ tags:
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+ - image-processing
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+ - image-denoising
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+ - deep-learning
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+ license: apache-2.0
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+ model_name: Image Denoising Model
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+ ---
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+
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+ # Autoencoder Model
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+
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+ This Repo contains the weights and config of Autoencoder Model that can be used for image denoising.
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+
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+ # Datasets
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+
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+ - LOL Dataset
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+ - Smartphone Image Denoising Dataset
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+
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+ # References
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+ https://keras.io/examples/vision/autoencoder/
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config.json ADDED
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+ {"architecture": "Autoencoder", "input_channels": 3, "output_channels": 3, "layers": [{"type": "Conv2d", "in_channels": 3, "out_channels": 32, "kernel_size": [3, 3], "padding": "same"}, {"type": "ReLU", "inplace": true}, {"type": "MaxPool2d", "kernel_size": [2, 2], "padding": 0}, {"type": "Conv2d", "in_channels": 32, "out_channels": 64, "kernel_size": [3, 3], "padding": "same"}, {"type": "ReLU", "inplace": true}, {"type": "MaxPool2d", "kernel_size": [2, 2], "padding": 0}, {"type": "Conv2d", "in_channels": 64, "out_channels": 128, "kernel_size": [3, 3], "padding": "same"}, {"type": "ReLU", "inplace": true}, {"type": "MaxPool2d", "kernel_size": [2, 2], "padding": 0}, {"type": "ConvTranspose2d", "in_channels": 128, "out_channels": 128, "kernel_size": [3, 3], "stride": 2, "padding": 1, "output_padding": 1}, {"type": "ReLU", "inplace": true}, {"type": "ConvTranspose2d", "in_channels": 128, "out_channels": 64, "kernel_size": [3, 3], "stride": 2, "padding": 1, "output_padding": 1}, {"type": "ReLU", "inplace": true}, {"type": "ConvTranspose2d", "in_channels": 64, "out_channels": 32, "kernel_size": [3, 3], "stride": 2, "padding": 1, "output_padding": 1}, {"type": "ReLU", "inplace": true}, {"type": "Conv2d", "in_channels": 32, "out_channels": 3, "kernel_size": [3, 3], "padding": "same"}, {"type": "Sigmoid"}]}
pytorch_model.bin ADDED
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