low-level-vision topic
AFN
Moire Removal via Attentive Fractal Network, CVPRW 2020
NAFNet
The state-of-the-art image restoration model without nonlinear activation functions.
Restormer
[CVPR 2022--Oral] Restormer: Efficient Transformer for High-Resolution Image Restoration. SOTA for motion deblurring, image deraining, denoising (Gaussian/real data), and defocus deblurring.
CFSRCNN
Coarse-to-Fine CNN for Image Super-Resolution (IEEE Transactions on Multimedia,2021)
MIRNetv2
[TPAMI 2022] Learning Enriched Features for Fast Image Restoration and Enhancement. Results on Defocus Deblurring, Denoising, Super-resolution, and image enhancement
RankSRGAN
ICCV 2019 (oral) RankSRGAN: Generative Adversarial Networks with Ranker for Image Super-Resolution. PyTorch implementation
Awesome-CVPR2024-CVPR2021-CVPR2020-Low-Level-Vision
A Collection of Papers and Codes for CVPR2024/CVPR2021/CVPR2020 Low Level Vision
CycleISP
[CVPR 2020--Oral] CycleISP: Real Image Restoration via Improved Data Synthesis
maxim
[CVPR 2022 Oral] Official repository for "MAXIM: Multi-Axis MLP for Image Processing". SOTA for denoising, deblurring, deraining, dehazing, and enhancement.
MPRNet
[CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.