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SotA/Methodology/16k/Manga109 - 4x upscaling

16k on Manga109 - 4x upscaling

Metric: SSIM (higher is better)

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#Model↕SSIM▼AugmentationsPaperDate↕Code
1Hi-IR-L0.9366NoHierarchical Information Flow for Generalized Ef...2024-11-27-
2DRCT-L0.9347NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
3HMA†0.9344YesHMANet: Hybrid Multi-Axis Aggregation Network fo...2024-05-08Code
4HAT-L0.9335NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
5DRCT0.9324NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
6HAT0.9319NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
7CPAT+0.9318NoChannel-Partitioned Windowed Attention And Frequ...2024-07-23-
8SwinFIR0.9314NoSwinFIR: Revisiting the SwinIR with Fast Fourier...2022-08-24Code
9PFT0.9306NoProgressive Focused Transformer for Single Image...2025-03-26Code
10RGT+0.9303NoRecursive Generalization Transformer for Image S...2023-03-11Code
11DAT+0.9301NoDual Aggregation Transformer for Image Super-Res...2023-08-07Code
12MaIR+0.9297NoMaIR: A Locality- and Continuity-Preserving Mamb...2024-12-28Code
13DAT0.9291NoDual Aggregation Transformer for Image Super-Res...2023-08-07Code
14RGT0.9291NoRecursive Generalization Transformer for Image S...2023-03-11Code
15MaIR0.9284NoMaIR: A Locality- and Continuity-Preserving Mamb...2024-12-28Code
16SwinIR0.9273NoSwinIR: Image Restoration Using Swin Transformer2021-08-23Code
17+SPN0.9229NoLearning from History: Task-agnostic Model Contr...2023-09-12Code
18ELAN0.9226NoEfficient Long-Range Attention Network for Image...2022-03-13Code
19SAN0.9222No--Code
20DRLN+0.9211NoDensely Residual Laplacian Super-Resolution2019-06-28Code
21S-RFN0.9211NoProgressive Perception-Oriented Network for Sing...2019-07-24Code
22ABPN0.921NoImage Super-Resolution via Attention based Back ...2019-10-10Code
23DBPN-RES-MR64-30.921NoDeep Back-Projection Networks for Single Image S...2019-04-04Code
24HAN+0.9207NoSingle Image Super-Resolution via a Holistic Att...2020-08-20Code
25CSNLN0.9201NoImage Super-Resolution with Cross-Scale Non-Loca...2020-06-02Code
26HBPN0.92NoHierarchical Back Projection Network for Image S...2019-06-17Code
27SRGAN + Residual-in-Residual Dense Block0.9196NoESRGAN: Enhanced Super-Resolution Generative Adv...2018-09-01Code
28RFANET0.9187No---
29ML-CrAIST0.9176NoML-CrAIST: Multi-scale Low-high Frequency Inform...2024-08-19Code
30GMFN0.9174NoGated Multiple Feedback Network for Image Super-...2019-07-09Code
31RCAN0.9173NoImage Super-Resolution Using Very Deep Residual ...2018-07-08Code
32ML-CrAIST-Li0.9162NoML-CrAIST: Multi-scale Low-high Frequency Inform...2024-08-19Code
33SRFBN0.916NoFeedback Network for Image Super-Resolution2019-03-23Code
34RDN0.9151NoResidual Dense Network for Image Super-Resolution2018-02-24Code
35EDSR0.9148NoEnhanced Deep Residual Networks for Single Image...2017-07-10Code
36PMRN+0.9144NoSequential Hierarchical Learning with Distributi...2020-07-19-
37D-DBPN0.914NoDeep Back-Projection Networks For Super-Resolution2018-03-07Code
38CFSR0.9111NoTransforming Image Super-Resolution: A ConvForme...2024-01-11Code
39CARN0.9082NoFast, Accurate, and Lightweight Super-Resolution...2018-03-23Code
40LFFN-S0.8979NoLightweight Feature Fusion Network for Single Im...2019-02-15Code
41MemNet0.8942NoMemNet: A Persistent Memory Network for Image Re...2017-08-07Code
42AESOP0.888NoAuto-Encoded Supervision for Perceptual Image Su...2024-11-28Code
43VDSR0.887NoAccurate Image Super-Resolution Using Very Deep ...2015-11-14Code
44FSRCNN0.861NoAccelerating the Super-Resolution Convolutional ...2016-08-01Code
45SRCNN0.8555NoImage Super-Resolution Using Deep Convolutional ...2014-12-31Code
46SROOE0.8554NoPerception-Oriented Single Image Super-Resolutio...2022-11-24Code
47bicubic0.7866NoESRGAN: Enhanced Super-Resolution Generative Adv...2018-09-01Code