René's URL Explorer Experiment


Title: GitHub - AXATechLab/KAIR: Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR

Open Graph Title: GitHub - AXATechLab/KAIR: Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR

X Title: GitHub - AXATechLab/KAIR: Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR

Description: Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR - AXATechLab/KAIR

Open Graph Description: Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR - AXATechLab/KAIR

X Description: Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR - AXATechLab/KAIR

Opengraph URL: https://github.com/AXATechLab/KAIR

X: @github

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main_download_pretrained_models.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_download_pretrained_models.py
main_test_dncnn.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_dncnn.py
main_test_dncnn.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_dncnn.py
main_test_dncnn3_deblocking.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_dncnn3_deblocking.py
main_test_dncnn3_deblocking.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_dncnn3_deblocking.py
main_test_dpsr.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_dpsr.py
main_test_dpsr.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_dpsr.py
main_test_face_enhancement.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_face_enhancement.py
main_test_face_enhancement.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_face_enhancement.py
main_test_fdncnn.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_fdncnn.py
main_test_fdncnn.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_fdncnn.py
main_test_ffdnet.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_ffdnet.py
main_test_ffdnet.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_ffdnet.py
main_test_imdn.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_imdn.py
main_test_imdn.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_imdn.py
main_test_ircnn_denoiser.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_ircnn_denoiser.py
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main_test_msrresnet.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_msrresnet.py
main_test_msrresnet.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_msrresnet.py
main_test_rrdb.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_rrdb.py
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requirement.txthttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/requirement.txt
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https://github.com/cszn/KAIR/releases
https://camo.githubusercontent.com/a6d57dfc8cd0ec0c3fa99bf479d2baa1d1534ffe254e51080fbec20f6c452fa3/68747470733a2f2f76697369746f722d62616467652e676c697463682e6d652f62616467653f706167655f69643d63737a6e2f4b414952
Kai Zhanghttps://cszn.github.io/
Computer Vision Labhttps://vision.ee.ethz.ch/the-institute.html
Denoising Diffusion Models for Plug-and-Play Image Restorationhttps://github.com/yuanzhi-zhu/DiffPIR
yuanzhi-zhu/DiffPIRhttps://github.com/yuanzhi-zhu/DiffPIR
the training codeshttps://github.com/cszn/KAIR/blob/master/docs/README_RVRT.md
RVRT, NeurlPS2022 https://github.com/JingyunLiang/RVRT
online demohttps://replicate.com/cszn/scunet
SCUNet https://github.com/cszn/SCUNet
the testing codeshttps://github.com/cszn/SCUNet
SCUNet https://github.com/cszn/SCUNet
https://github.com/cszn/cszn.github.io/blob/master/files/input_16.gif
https://github.com/cszn/cszn.github.io/blob/master/files/wm_fnb_0010_16.gif
the training codeshttps://github.com/cszn/KAIR/blob/master/docs/README_VRT.md
VRT https://github.com/JingyunLiang/VRT
https://raw.githubusercontent.com/JingyunLiang/VRT/main/assets/teaser_vsr.gif
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https://raw.githubusercontent.com/JingyunLiang/VRT/main/assets/teaser_stvsr.gif
https://www.amemori.ai/https://www.amemori.ai/
https://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/figs/palace.png
https://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/figs/palace_HSCU.png
https://imgsli.com/ODczMTc
https://imgsli.com/ODczMTY
main_download_pretrained_models.pyhttps://github.com/cszn/KAIR/blob/master/main_download_pretrained_models.py
matlab codehttps://github.com/cszn/KAIR/tree/master/matlab
the training codehttps://github.com/cszn/KAIR/blob/master/docs/README_SwinIR.md
SwinIR https://github.com/JingyunLiang/SwinIR
interactive online Colob demo for real-world image SRhttps://colab.research.google.com/gist/JingyunLiang/a5e3e54bc9ef8d7bf594f6fee8208533/swinir-demo-on-real-world-image-sr.ipynb
https://colab.research.google.com/gist/JingyunLiang/a5e3e54bc9ef8d7bf594f6fee8208533/swinir-demo-on-real-world-image-sr.ipynb
BSRGAN, ICCV2021https://github.com/cszn/BSRGAN
Real-ESRGANhttps://github.com/xinntao/Real-ESRGAN
https://raw.githubusercontent.com/JingyunLiang/SwinIR/main/figs/ETH_LR.png
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https://raw.githubusercontent.com/JingyunLiang/SwinIR/main/figs/OST_009_crop_LR.png
https://raw.githubusercontent.com/JingyunLiang/SwinIR/main/figs/OST_009_crop_BSRGAN.png
https://raw.githubusercontent.com/JingyunLiang/SwinIR/main/figs/OST_009_crop_realESRGAN.png
https://raw.githubusercontent.com/JingyunLiang/SwinIR/main/figs/OST_009_crop_SwinIR.png
training code of BSRGANhttps://github.com/cszn/BSRGAN#training
GPEN (CVPR21)https://github.com/yangxy/GPEN
main_test_face_enhancement.pyhttps://github.com/cszn/KAIR/blob/master/main_test_face_enhancement.py
https://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/figs/face_04_comparison.png
https://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/figs/face_13_comparison.png
https://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/figs/face_08_comparison.png
https://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/figs/face_01_comparison.png
https://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/figs/face_12_comparison.png
https://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/figs/face_10_comparison.png
PatchGAN discriminatorhttps://github.com/cszn/KAIR/blob/master/models/network_discriminator.py
https://github.com/xinntao/BasicSR/blob/master/docs/TrainTest.mdhttps://github.com/xinntao/BasicSR/blob/master/docs/TrainTest.md
BSRGANhttps://github.com/cszn/BSRGAN
Line 105https://github.com/cszn/KAIR/blob/e52a6944c6a40ba81b88430ffe38fd6517e0449e/models/model_gan.py#L105
utils_receptivefield.pyhttps://github.com/cszn/KAIR/blob/master/utils/utils_receptivefield.py
cszn/DPIRhttps://github.com/cszn/DPIR
thishttps://github.com/cszn/KAIR/blob/9fd17abff001ab82a22070f7e442bb5246d2d844/main_challenge_sr.py#L147
main_challenge_sr.pyhttps://github.com/cszn/KAIR/blob/23b0d0f717980e48fad02513ba14045d57264fe1/main_challenge_sr.py#L90
USRNet (CVPR 2020)https://github.com/cszn/USRNet
Network Architecturehttps://github.com/cszn/KAIR/blob/3357aa0e54b81b1e26ceb1cee990f39add235e17/models/network_usrnet.py#L309
Datasethttps://github.com/cszn/KAIR/blob/6c852636d3715bb281637863822a42c72739122a/data/dataset_usrnet.py#L16
https://patch-diff.githubusercontent.com/AXATechLab/KAIR#clone-repo
https://patch-diff.githubusercontent.com/AXATechLab/KAIR#training
optionshttps://github.com/cszn/KAIR/tree/master/options
"gpu_ids": [0,1,2,3]https://github.com/cszn/KAIR/blob/ff80d265f64de67dfb3ffa9beff8949773c81a3d/options/train_msrresnet_psnr.json#L4
"dataroot_H": "trainsets/trainH"https://github.com/cszn/KAIR/blob/ff80d265f64de67dfb3ffa9beff8949773c81a3d/options/train_msrresnet_psnr.json#L24
https://github.com/cszn/DnCNNhttps://github.com/cszn/DnCNN
https://github.com/cszn/DnCNNhttps://github.com/cszn/DnCNN
https://github.com/cszn/FFDNethttps://github.com/cszn/FFDNet
https://github.com/cszn/SRMDhttps://github.com/cszn/SRMD
https://github.com/cszn/DPSRhttps://github.com/cszn/DPSR
https://github.com/xinntao/BasicSRhttps://github.com/xinntao/BasicSR
https://github.com/xinntao/ESRGANhttps://github.com/xinntao/ESRGAN
https://github.com/xinntao/ESRGANhttps://github.com/xinntao/ESRGAN
https://github.com/Zheng222/IMDNhttps://github.com/Zheng222/IMDN
https://github.com/cszn/USRNethttps://github.com/cszn/USRNet
https://github.com/cszn/DPIRhttps://github.com/cszn/DPIR
https://github.com/cszn/DPIRhttps://github.com/cszn/DPIR
https://github.com/cszn/BSRGANhttps://github.com/cszn/BSRGAN
https://github.com/JingyunLiang/SwinIRhttps://github.com/JingyunLiang/SwinIR
https://github.com/JingyunLiang/VRThttps://github.com/JingyunLiang/VRT
https://github.com/yuanzhi-zhu/DiffPIRhttps://github.com/yuanzhi-zhu/DiffPIR
https://patch-diff.githubusercontent.com/AXATechLab/KAIR#network-architectures
USRNethttps://github.com/cszn/USRNet
https://github.com/cszn/USRNet/blob/master/figs/architecture.png
https://github.com/cszn/DnCNN/blob/master/figs/dncnn.png
https://github.com/lipengFu/IRCNN/raw/master/Image/image_2.png
https://github.com/cszn/FFDNet/blob/master/figs/ffdnet.png
https://github.com/cszn/SRMD/blob/master/figs/architecture.png
https://github.com/xinntao/ESRGAN/blob/master/figures/architecture.jpg
https://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/figs/imdn.png
https://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/figs/imdn_block.png
https://patch-diff.githubusercontent.com/AXATechLab/KAIR#testing
model_zoohttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/model_zoo
main_test_dncnn.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_dncnn.py
main_test_ircnn_denoiser.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_ircnn_denoiser.py
main_test_fdncnn.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_fdncnn.py
main_test_ffdnet.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_ffdnet.py
main_test_srmd.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_srmd.py
main_test_dpsr.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_dpsr.py
main_test_msrresnet.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_msrresnet.py
main_test_rrdb.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_rrdb.py
main_test_imdn.pyhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/main_test_imdn.py
model_zoohttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/model_zoo
https://patch-diff.githubusercontent.com/AXATechLab/KAIR#model_zoo
https://drive.google.com/drive/folders/13kfr3qny7S2xwG9h7v95F5mkWs0OmU0Dhttps://drive.google.com/drive/folders/13kfr3qny7S2xwG9h7v95F5mkWs0OmU0D
trainsetshttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/trainsets
https://patch-diff.githubusercontent.com/AXATechLab/KAIR#trainsets
https://github.com/xinntao/BasicSR/blob/master/docs/DatasetPreparation.mdhttps://github.com/xinntao/BasicSR/blob/master/docs/DatasetPreparation.md
train400https://github.com/cszn/DnCNN/tree/master/TrainingCodes/DnCNN_TrainingCodes_v1.0/data
DIV2Khttps://data.vision.ee.ethz.ch/cvl/DIV2K/
Flickr2Khttps://cv.snu.ac.kr/research/EDSR/Flickr2K.tar
split_imageset(original_dataroot, taget_dataroot, n_channels=3, p_size=512, p_overlap=96, p_max=800)https://github.com/cszn/KAIR/blob/3ee0bf3e07b90ec0b7302d97ee2adb780617e637/utils/utils_image.py#L123
testsetshttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/blob/master/testsets
https://patch-diff.githubusercontent.com/AXATechLab/KAIR#testsets
https://github.com/xinntao/BasicSR/blob/master/docs/DatasetPreparation.mdhttps://github.com/xinntao/BasicSR/blob/master/docs/DatasetPreparation.md
set12https://github.com/cszn/FFDNet/tree/master/testsets
bsd68https://github.com/cszn/FFDNet/tree/master/testsets
cbsd68https://github.com/cszn/FFDNet/tree/master/testsets
kodak24https://github.com/cszn/FFDNet/tree/master/testsets
srbsd68https://github.com/cszn/DPSR/tree/master/testsets/BSD68/GT
https://patch-diff.githubusercontent.com/AXATechLab/KAIR#references
cszn.github.io/https://cszn.github.io/
Readme https://patch-diff.githubusercontent.com/AXATechLab/KAIR#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/AXATechLab/KAIR#MIT-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/AXATechLab/KAIR
Activityhttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/activity
Custom propertieshttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/custom-properties
0 starshttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/stargazers
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Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FAXATechLab%2FKAIR&report=AXATechLab+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/AXATechLab/KAIR/releases
Packages 0https://patch-diff.githubusercontent.com/orgs/AXATechLab/packages?repo_name=KAIR
Please reload this pagehttps://patch-diff.githubusercontent.com/AXATechLab/KAIR
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
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Communityhttps://github.community/
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