The state-of-the-art image restoration model without nonlinear activation functions.
pytorch image-denoising image-restoration image-deblurring denoise low-level-vision deblur eccv2022 stereo-super-resolution
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Jul 3, 2024 - Python
image-deblurring - 技术专题
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A curated list of resources for Image and Video Deblurring
deep-learning motion-blur restoration deblurring image-deblurring motion-deblurring defocus-blur video-deblurring camera-shake image-deconvolution stereo-deblurring burst-deblurring kernel-estimation defocus-deblurring
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Jun 29, 2025
[CVPR 2022--Oral] Restormer: Efficient Transformer for High-Resolution Image Restoration. SOTA for motion deblurring, image deraining, denoising (Gaussian/real data), and defocus deblurring.
pytorch transformer high-resolution image-restoration image-deblurring motion-deblurring low-level-vision defocus-deblurring image-deraining efficient-transformers cvpr2022
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Oct 23, 2025 - Python
A Collection of Papers and Codes for CVPR2026/CVPR2025/CVPR2024/CVPR2021/CVPR2020 Low Level Vision
computer-vision image-processing image-compression super-resolution image-denoising image-restoration image-deblurring image-enhancement frame-interpolation image-quality-assessment low-level-vision image-dehazing image-demoireing cvpr2020 image-deraining cvpr2021 cvpr2024 c-v-p-r cvpr2025 cvpr2026
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Jun 26, 2026
[CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.
computer-vision pytorch image-denoising image-restoration image-deblurring low-level-vision multistage-network image-deraining cvpr2021 progressive-restoration cvpr21 cvpr-2021
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Apr 18, 2024 - Python
[CVPR 2022] Official implementation of the paper "Uformer: A General U-Shaped Transformer for Image Restoration".
deep-learning pytorch image-denoising image-restoration image-deblurring image-demoireing image-deraining
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Mar 21, 2025 - Python
[ICLR 2024] Controlling Vision-Language Models for Universal Image Restoration. 5th place in the NTIRE 2024 Restore Any Image Model in the Wild Challenge.
deep-learning prompt pytorch image-denoising image-restoration image-deblurring low-level-vision shadow-removal image-dehazing face-inpainting vision-language diffusion-models low-light-image-enhancement image-deraining jpeg-artifacts-removal image-desnowing all-in-one-image-restoration
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Aug 7, 2024 - Python
Learning Deep CNN Denoiser Prior for Image Restoration (CVPR, 2017) (Matlab)
image-inpainting image-denoising image-restoration image-deblurring single-image-super-resolution color-demosaicking deep-model
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Oct 9, 2021 - MATLAB
Keras implementation of "DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks"
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Nov 22, 2022 - Python
A Repository for Diffusion-Model-related Papers in Low-level Vision
survey video-processing remote-sensing image-inpainting medical-image-processing image-fusion image-deblurring image-super-resolution diffusion-model low-level-vision image-dehazing low-light-image-enhancement
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Feb 23, 2025
A Collection of Papers and Codes for ECCV2026/ECCV2024/ECCV2020 Low Level Vision
computer-vision image-reconstruction image-processing super-resolution image-denoising image-restoration image-deblurring image-enhancement eccv image-quality-assessment low-level-vision image-dehazing e-c-c-v eccv2020 eccv-2020 image-deraining image-impainting eccv2024 eccv-2024 eccv2026
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Jul 31, 2026
A Flexible and Unified Image Restoration Framework (PyTorch), including state-of-the-art image restoration model. Such as NAFNet, Restormer, MPRNet, MIMO-UNet, SCUNet, SwinIR, HINet, etc. ⭐⭐⭐⭐⭐⭐
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May 24, 2022 - Python
Simple framework for image and video deblurring, implemented by PyTorch
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Dec 20, 2023 - Python
[ECCV 2022] LEDNet: Joint Low-light Enhancement and Deblurring in the Dark
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Oct 29, 2025 - Python
[ICLR'25] AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation
pytorch image-denoising image-deblurring image-dehazing low-light-image-enhancement image-deraining all-in-one-image-restoration
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Dec 24, 2025 - Python
A Collection of Papers and Codes for ICCV2025/ICCV2021 Low Level Vision
computer-vision gan image-manipulation image-generation super-resolution image-denoising image-deblurring image-to-image-translation image-enhancement image-transfer frame-interpolation image-deraining iccv2021 iccv2025
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Dec 15, 2025
A Collection of Low Level Vision Research Groups
computer-vision image-processing image-colorization image-inpainting cvpr image-denoising image-restoration image-deblurring image-enhancement image-super-resolution frame-interpolation image-quality-assessment low-level-vision image-dehazing research-groups image-deraining
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Apr 15, 2026
Deep learning in motion deblurring: current status, benchmarks and future prospects[J], The Visual Computer, 2024.
deep-learning recurrent-neural-networks survey transformer generative-adversarial-network convolutional-neural-networks deblurring image-deblurring blind-deblurring blind-motion-deblurring
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Aug 11, 2025 - Python
KBNet: Kernel Basis Network for Image Restoration
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Oct 13, 2025 - Python
Revisiting Image Deblurring with an Efficient ConvNet - An efficient CNN performs better than Transformer
cnn transformer high-resolution image-restoration image-deblurring motion-deblurring receptive-field defocus-deblurring
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Jun 24, 2024 - Python