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+ ---
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+ license: other
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+ library_name: keras
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+ tags:
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+ - keras
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+ - kaggle
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+ - mirnet
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+ ---
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+ # MIRNet
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+
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+ [![](https://static.streamlit.io/badges/streamlit_badge_black_white.svg)](https://share.streamlit.io/soumik12345/mirnet/app.py)
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+
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+ Tensorflow implementation of the MIRNet architecture as proposed by [Learning Enriched Features for Real Image
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+ Restoration and Enhancement](https://arxiv.org/pdf/2003.06792v2.pdf).
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+
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+ **Lanuch Notebooks:** [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/soumik12345/MIRNet/HEAD)
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+
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+ **Wandb Logs:** [https://wandb.ai/19soumik-rakshit96/mirnet](https://wandb.ai/19soumik-rakshit96/mirnet)
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+
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+ **Blog Post:** [https://keras.io/examples/vision/mirnet/](https://keras.io/examples/vision/mirnet/)
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+
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+ **TFLite Variant of MIRNet:** [https://github.com/sayakpaul/MIRNet-TFLite](https://github.com/sayakpaul/MIRNet-TFLite).
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+
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+ **TFLite Models on Tensorflow Hub:** [https://tfhub.dev/sayakpaul/lite-model/mirnet-fixed/dr/1](https://tfhub.dev/sayakpaul/lite-model/mirnet-fixed/dr/1).
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+
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+ **Tensorflow JS Variant of MIRNet:** [https://github.com/Rishit-dagli/MIRNet-TFJS](https://github.com/Rishit-dagli/MIRNet-TFJS).
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+
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+ ![](./assets/mirnet_architecture.png)
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+
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+ ![](./assets/lol_results.gif)
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+
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+ ## Pre-trained Weights
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+
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+ - **Trained on 128x128 patches:** [https://drive.google.com/file/d/1sUlRD5MTRKKGxtqyYDpTv7T3jOW6aVAL/view?usp=sharing](https://drive.google.com/file/d/1sUlRD5MTRKKGxtqyYDpTv7T3jOW6aVAL/view?usp=sharing)
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+
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+ - **Trained on 256x256 patches:** [https://drive.google.com/file/d/1sUlRD5MTRKKGxtqyYDpTv7T3jOW6aVAL/view?usp=sharing](https://drive.google.com/file/d/1sUlRD5MTRKKGxtqyYDpTv7T3jOW6aVAL/view?usp=sharing)
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+
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+ ## Citation
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+
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+ ```
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+ @misc{
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+ 2003.06792,
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+ Author = {Syed Waqas Zamir and Aditya Arora and Salman Khan and Munawar Hayat and Fahad Shahbaz Khan and Ming-Hsuan Yang and Ling Shao},
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+ Title = {Learning Enriched Features for Real Image Restoration and Enhancement},
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+ Year = {2020},
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+ Eprint = {arXiv:2003.06792},
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+ }
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+ ```