https://github.com/rathore25/denoising-by-resnet

Use a ResNet to denoise the noisy images
https://github.com/rathore25/denoising-by-resnet

cifar-10 deep-neural-networks denoising-network residual-networks resnet

Last synced: 24 days ago
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Use a ResNet to denoise the noisy images

• Host: GitHub
• URL: https://github.com/rathore25/denoising-by-resnet
• Owner: Rathore25
• Created: 2020-09-15T17:25:12.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2020-09-15T17:38:50.000Z (over 4 years ago)
• Last Synced: 2024-11-02T06:43:48.594Z (2 months ago)
• Topics: cifar-10, deep-neural-networks, denoising-network, residual-networks, resnet
• Language: Jupyter Notebook
• Homepage:
• Size: 237 KB
• Stars: 1
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Image Denoising by ResNet

- Implemented and trained a ResNet on CIFAR-10 images to denoise noisy images

- Evaluated accuracy by calculating mean squared error (MSE) of recovered images

- Compared the accuracy of ResNet vs model with no skip connections