OpenCodePapers

image-super-resolution-on-manga109-4x

Image Super-Resolution
Dataset Link
Results over time
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Leaderboard
PaperCodeSSIMPSNRDISTSLPIPSLR-PSNRModelNameReleaseDate
Hierarchical Information Flow for Generalized Efficient Image Restoration0.936633.13Hi-IR-L2024-11-27
DRCT: Saving Image Super-resolution away from Information Bottleneck✓ Link0.934733.14DRCT-L2024-03-31
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution✓ Link0.934433.19HMA†2024-05-08
Activating More Pixels in Image Super-Resolution Transformer✓ Link0.933533.09HAT-L2022-05-09
DRCT: Saving Image Super-resolution away from Information Bottleneck✓ Link0.932432.96DRCT2024-03-31
Activating More Pixels in Image Super-Resolution Transformer✓ Link0.931932.87HAT2022-05-09
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution0.931832.85CPAT+2024-07-23
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution✓ Link0.931432.83SwinFIR2022-08-24
Progressive Focused Transformer for Single Image Super-Resolution✓ Link0.930632.63PFT2025-03-26
Recursive Generalization Transformer for Image Super-Resolution✓ Link0.930332.68RGT+2023-03-11
Dual Aggregation Transformer for Image Super-Resolution✓ Link0.930132.67DAT+2023-08-07
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration✓ Link0.929732.66MaIR+2024-12-28
Dual Aggregation Transformer for Image Super-Resolution✓ Link0.929132.51DAT2023-08-07
Recursive Generalization Transformer for Image Super-Resolution✓ Link0.929132.50RGT2023-03-11
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration✓ Link0.928432.46MaIR2024-12-28
SwinIR: Image Restoration Using Swin Transformer✓ Link0.927332.22SwinIR2021-08-23
Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration✓ Link0.922931.75+SPN2023-09-12
Efficient Long-Range Attention Network for Image Super-resolution✓ Link0.922631.68ELAN2022-03-13
Second-Order Attention Network for Single Image Super-Resolution✓ Link0.922231.66SAN2019-06-01
Densely Residual Laplacian Super-Resolution✓ Link0.921131.78DRLN+2019-06-28
Progressive Perception-Oriented Network for Single Image Super-Resolution✓ Link0.9211S-RFN2019-07-24
Image Super-Resolution via Attention based Back Projection Networks✓ Link0.92131.79ABPN2019-10-10
Deep Back-Projection Networks for Single Image Super-resolution✓ Link0.92131.74DBPN-RES-MR64-32019-04-04
Single Image Super-Resolution via a Holistic Attention Network✓ Link0.920731.73HAN+2020-08-20
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining✓ Link0.920131.43CSNLN2020-06-02
Hierarchical Back Projection Network for Image Super-Resolution✓ Link0.9231.57HBPN2019-06-17
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks✓ Link0.919631.66SRGAN + Residual-in-Residual Dense Block2018-09-01
Residual Feature Aggregation Network for Image Super-Resolution0.918731.41RFANET2020-06-01
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer✓ Link0.917631.17ML-CrAIST2024-08-19
Gated Multiple Feedback Network for Image Super-Resolution✓ Link0.917431.24GMFN2019-07-09
Image Super-Resolution Using Very Deep Residual Channel Attention Networks✓ Link0.917331.22RCAN2018-07-08
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer✓ Link0.916231.11ML-CrAIST-Li2024-08-19
Feedback Network for Image Super-Resolution✓ Link0.916031.15SRFBN2019-03-23
Residual Dense Network for Image Super-Resolution✓ Link0.915131.0RDN2018-02-24
Enhanced Deep Residual Networks for Single Image Super-Resolution✓ Link0.914831.02EDSR2017-07-10
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution0.914431.07PMRN+2020-07-19
Deep Back-Projection Networks For Super-Resolution✓ Link0.914D-DBPN2018-03-07
Transforming Image Super-Resolution: A ConvFormer-based Efficient Approach✓ Link0.911130.72CFSR2024-01-11
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network✓ Link0.908230.40CARN2018-03-23
Lightweight Feature Fusion Network for Single Image Super-Resolution✓ Link0.897929.76LFFN-S2019-02-15
MemNet: A Persistent Memory Network for Image Restoration✓ Link0.894229.42MemNet2017-08-07
Auto-Encoded Supervision for Perceptual Image Super-Resolution✓ Link0.88830.0610.03280.0461AESOP2024-11-28
Accurate Image Super-Resolution Using Very Deep Convolutional Networks✓ Link0.887028.83VDSR2015-11-14
Accelerating the Super-Resolution Convolutional Neural Network✓ Link0.861027.90FSRCNN2016-08-01
Image Super-Resolution Using Deep Convolutional Networks✓ Link0.855527.58SRCNN2014-12-31
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation✓ Link0.855428.080.03510.052448.77SROOE2022-11-24
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks✓ Link0.786624.89bicubic2018-09-01
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution✓ Link33.03HAT_FIR2022-08-24
Progressive Perception-Oriented Network for Single Image Super-Resolution✓ Link31.59RFN2019-07-24
Lightweight Image Super-Resolution with Information Multi-distillation Network✓ Link30.45IMDN2019-09-26