Projects in Awesome Lists by cszn
A curated list of projects in awesome lists by cszn .
https://github.com/cszn/kair
Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR
bsrgan deep-learning denoising dncnn dpsr esrgan ffdnet flops image-restoration pytorch sisr srmd super-resolution swinir toolbox usrnet
Last synced: 14 May 2025
https://github.com/cszn/KAIR
Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR
bsrgan deep-learning denoising dncnn dpsr esrgan ffdnet flops image-restoration pytorch sisr srmd super-resolution swinir toolbox usrnet
Last synced: 14 Mar 2025
https://github.com/cszn/dncnn
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising (TIP, 2017)
image-denoising jpeg-deblocking keras-tensorflow matconvnet pytorch residual-learning super-resolution
Last synced: 16 May 2025
https://github.com/cszn/DnCNN
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising (TIP, 2017)
image-denoising jpeg-deblocking keras-tensorflow matconvnet pytorch residual-learning super-resolution
Last synced: 02 Apr 2025
https://github.com/cszn/bsrgan
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution (ICCV, 2021) (PyTorch) - We released the training code!
blind-image-super-resolution real-image-super-resolution realsr super-resolution
Last synced: 16 May 2025
https://github.com/cszn/BSRGAN
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution (ICCV, 2021) (PyTorch) - We released the training code!
blind-image-super-resolution real-image-super-resolution realsr super-resolution
Last synced: 12 May 2025
https://github.com/cszn/usrnet
Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch)
bicubic-kernels blur-kernels deblurring degradation-model end-to-end-learning gaussian-kernel generalizability motion-kernel noise-levels scale-factors sisr super-resolution unfolding-algorithm
Last synced: 13 Apr 2025
https://github.com/cszn/USRNet
Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch)
bicubic-kernels blur-kernels deblurring degradation-model end-to-end-learning gaussian-kernel generalizability motion-kernel noise-levels scale-factors sisr super-resolution unfolding-algorithm
Last synced: 14 Mar 2025
https://github.com/cszn/dpsr
Deep Plug-and-Play Super-Resolution for Arbitrary Blur Kernels (CVPR, 2019) (PyTorch)
blurry-images plug-and-play pytorch-implmention srresnet super-resolution
Last synced: 04 Apr 2025
https://github.com/cszn/scunet
Practical Blind Denoising via Swin-Conv-UNet and Data Synthesis (Machine Intelligence Research 2023)
blind-image-denoising degradation-model image-denoising practical-image-denoising real-world-image-denoising
Last synced: 04 Apr 2025
https://github.com/cszn/ircnn
Learning Deep CNN Denoiser Prior for Image Restoration (CVPR, 2017) (Matlab)
color-demosaicking deep-model image-deblurring image-denoising image-inpainting image-restoration single-image-super-resolution
Last synced: 05 Apr 2025
https://github.com/cszn/dpir
Plug-and-Play Image Restoration with Deep Denoiser Prior (IEEE TPAMI 2021) (PyTorch)
demosaicing denoising plug-and-play super-resolution
Last synced: 05 Apr 2025
https://github.com/cszn/DPIR
Plug-and-Play Image Restoration with Deep Denoiser Prior (IEEE TPAMI 2021) (PyTorch)
demosaicing denoising plug-and-play super-resolution
Last synced: 06 Mar 2025
https://github.com/cszn/FFDNet
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising (TIP, 2018)
cnn convolutional-neural-network deep-learning image-denoising image-restoration
Last synced: 02 Apr 2025
https://github.com/cszn/ffdnet
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising (TIP, 2018)
cnn convolutional-neural-network deep-learning image-denoising image-restoration
Last synced: 05 Apr 2025
https://github.com/cszn/SRMD
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations (CVPR, 2018) (Matlab)
cnn deep-learning denoising image-degradation matconvnet matlab non-blind regression sisr super-resolution
Last synced: 14 Mar 2025
https://github.com/cszn/srmd
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations (CVPR, 2018) (Matlab)
cnn deep-learning denoising image-degradation matconvnet matlab non-blind regression sisr super-resolution
Last synced: 06 Apr 2025
https://github.com/cszn/conversenet
Reverse Convolution and Its Applications to Image Restoration (ICCV, 2025)
Last synced: 30 Aug 2025