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Awesome-Super-Resolution(in progress)

Collect some super-resolution related papers, data and repositories.

papers

DL based approach

Note this table is referenced from here

2022

More years papers, plase check Quick navigation

Title Model Published Code Keywords
Detail-Preserving Transformer for Light Field Image Super-Resolution DPT AAAI2022 code Light Field, Detail-Preserving Transformer
What Hinders Perceptual Quality of PSNR-oriented Methods? DECLoss arxiv - Detail Enhanced Contrastive Loss
SCSNet: An Efficient Paradigm for Learning Simultaneously Image Colorization and Super-Resolution SCSNet arxiv - Image Colorization and Super-Resolution
Coarse-to-Fine Embedded PatchMatch and Multi-Scale Dynamic Aggregation for Reference-based Super-Resolution AMSA arxiv - RefSR
Efficient Non-Local Contrastive Attention for Image Super-Resolution ENLCA arxiv - SISR
Revisiting L1 Loss in Super-Resolution: A Probabilistic View and Beyond - arxiv - SISR, posterior Gaussian distribution, replace L1 loss
Scale-arbitrary Invertible Image Downscaling AIDN arxiv - Image Rescaling, Conditional Resampling Module
VRT: A Video Restoration Transformer VRT arxiv code VideoSR, Video Restoration Transformer, temporal mutual self attention and parallel warping
Fast Online Video Super-Resolution with Deformable Attention Pyramid DAP arxiv - VideoSR, fast, deformable attention pyramid
Revisiting RCAN: Improved Training for Image Super-Resolution RCAN-it arxiv code SISR, train tricks

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