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SotA/Graphs/Super-Resolution/Manga109 - 4x upscaling

Super-Resolution on Manga109 - 4x upscaling

Metric: PSNR (higher is better)

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#Model↕PSNR▼Extra DataPaperDate↕Code
1HMA†33.19YesHMANet: Hybrid Multi-Axis Aggregation Network fo...2024-05-08Code
2DRCT-L33.14NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
3Hi-IR-L33.13NoHierarchical Information Flow for Generalized Ef...2024-11-27-
4HAT-L33.09NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
5HAT_FIR33.03NoSwinFIR: Revisiting the SwinIR with Fast Fourier...2022-08-24Code
6DRCT32.96NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
7HAT32.87NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
8CPAT+32.85NoChannel-Partitioned Windowed Attention And Frequ...2024-07-23-
9SwinFIR32.83NoSwinFIR: Revisiting the SwinIR with Fast Fourier...2022-08-24Code
10RGT+32.68NoRecursive Generalization Transformer for Image S...2023-03-11Code
11DAT+32.67NoDual Aggregation Transformer for Image Super-Res...2023-08-07Code
12MaIR+32.66NoMaIR: A Locality- and Continuity-Preserving Mamb...2024-12-28Code
13PFT32.63NoProgressive Focused Transformer for Single Image...2025-03-26Code
14DAT32.51NoDual Aggregation Transformer for Image Super-Res...2023-08-07Code
15RGT32.5NoRecursive Generalization Transformer for Image S...2023-03-11Code
16MaIR32.46NoMaIR: A Locality- and Continuity-Preserving Mamb...2024-12-28Code
17SwinIR32.22NoSwinIR: Image Restoration Using Swin Transformer2021-08-23Code
18ABPN31.79NoImage Super-Resolution via Attention based Back ...2019-10-10Code
19DRLN+31.78NoDensely Residual Laplacian Super-Resolution2019-06-28Code
20+SPN31.75NoLearning from History: Task-agnostic Model Contr...2023-09-12Code
21DBPN-RES-MR64-331.74NoDeep Back-Projection Networks for Single Image S...2019-04-04Code
22HAN+31.73NoSingle Image Super-Resolution via a Holistic Att...2020-08-20Code
23ELAN31.68NoEfficient Long-Range Attention Network for Image...2022-03-13Code
24SAN31.66No--Code
25SRGAN + Residual-in-Residual Dense Block31.66NoESRGAN: Enhanced Super-Resolution Generative Adv...2018-09-01Code
26RFN31.59NoProgressive Perception-Oriented Network for Sing...2019-07-24Code
27HBPN31.57NoHierarchical Back Projection Network for Image S...2019-06-17Code
28CSNLN31.43NoImage Super-Resolution with Cross-Scale Non-Loca...2020-06-02Code
29RFANET31.41No---
30GMFN31.24NoGated Multiple Feedback Network for Image Super-...2019-07-09Code
31RCAN31.22NoImage Super-Resolution Using Very Deep Residual ...2018-07-08Code
32ML-CrAIST31.17NoML-CrAIST: Multi-scale Low-high Frequency Inform...2024-08-19Code
33SRFBN31.15NoFeedback Network for Image Super-Resolution2019-03-23Code
34ML-CrAIST-Li31.11NoML-CrAIST: Multi-scale Low-high Frequency Inform...2024-08-19Code
35PMRN+31.07NoSequential Hierarchical Learning with Distributi...2020-07-19-
36EDSR31.02NoEnhanced Deep Residual Networks for Single Image...2017-07-10Code
37RDN31NoResidual Dense Network for Image Super-Resolution2018-02-24Code
38CFSR30.72NoTransforming Image Super-Resolution: A ConvForme...2024-01-11Code
39IMDN30.45NoLightweight Image Super-Resolution with Informat...2019-09-26Code
40CARN30.4NoFast, Accurate, and Lightweight Super-Resolution...2018-03-23Code
41AESOP30.061NoAuto-Encoded Supervision for Perceptual Image Su...2024-11-28Code
42LFFN-S29.76NoLightweight Feature Fusion Network for Single Im...2019-02-15Code
43MemNet29.42NoMemNet: A Persistent Memory Network for Image Re...2017-08-07Code
44VDSR28.83NoAccurate Image Super-Resolution Using Very Deep ...2015-11-14Code
45SROOE28.08NoPerception-Oriented Single Image Super-Resolutio...2022-11-24Code
46FSRCNN27.9NoAccelerating the Super-Resolution Convolutional ...2016-08-01Code
47SRCNN27.58NoImage Super-Resolution Using Deep Convolutional ...2014-12-31Code
48bicubic24.89NoESRGAN: Enhanced Super-Resolution Generative Adv...2018-09-01Code