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SotA/Methodology/16k/Set14 - 2x upscaling

16k on Set14 - 2x upscaling

Metric: PSNR (higher is better)

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#Model↕PSNR▼AugmentationsPaperDate↕Code
1DRCT-L35.36NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
2HMA†35.33YesHMANet: Hybrid Multi-Axis Aggregation Network fo...2024-05-08Code
3HAT-L35.29NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
4Hi-IR-L35.27NoHierarchical Information Flow for Generalized Ef...2024-11-27-
5HAT_FIR35.17NoSwinFIR: Revisiting the SwinIR with Fast Fourier...2022-08-24Code
6HAT35.13NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
7CPAT+34.97NoChannel-Partitioned Windowed Attention And Frequ...2024-07-23-
8DRCT34.96NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
9SwinFIR34.93NoSwinFIR: Revisiting the SwinIR with Fast Fourier...2022-08-24Code
10CPAT34.91NoChannel-Partitioned Windowed Attention And Frequ...2024-07-23-
11MaIR34.75NoMaIR: A Locality- and Continuity-Preserving Mamb...2024-12-28Code
12DRLN+34.43NoDensely Residual Laplacian Super-Resolution2019-06-28Code
13CSRCNN34.34NoCascade Convolutional Neural Network for Image S...2020-08-24-
14LTE34.25NoLocal Texture Estimator for Implicit Representat...2021-11-17Code
15HAN+34.24NoSingle Image Super-Resolution via a Holistic Att...2020-08-20Code
16CSNLN34.12NoImage Super-Resolution with Cross-Scale Non-Loca...2020-06-02Code
17DBPN-RES-MR64-334.09NoDeep Back-Projection Networks for Single Image S...2019-04-04Code
18SwinOIR33.97NoResolution Enhancement Processing on Low Quality...2023-03-16Code
19SRFBN33.82NoFeedback Network for Image Super-Resolution2019-03-23Code
20HBPN33.78NoHierarchical Back Projection Network for Image S...2019-06-17Code
21ML-CrAIST33.77NoML-CrAIST: Multi-scale Low-high Frequency Inform...2024-08-19Code
22MWCNN33.7NoMulti-level Wavelet-CNN for Image Restoration2018-05-18Code
23ML-CrAIST-Li33.64NoML-CrAIST: Multi-scale Low-high Frequency Inform...2024-08-19Code
24IMDN33.63NoLightweight Image Super-Resolution with Informat...2019-09-26Code
25SPBP-L+33.62NoSub-Pixel Back-Projection Network For Lightweigh...2020-08-03Code
26FALSR-A33.55NoFast, Accurate and Lightweight Super-Resolution ...2019-01-22Code
27CARN [[Ahn et al.2018]]33.52NoFast, Accurate, and Lightweight Super-Resolution...2018-03-23Code
28CARN-M [[Ahn et al.2018]]33.26NoFast, Accurate, and Lightweight Super-Resolution...2018-03-23Code
29DCSCN33.05NoFast and Accurate Image Super Resolution by Deep...2017-07-18Code
30DRCN [[Kim et al.2016b]]33.04NoDeeply-Recursive Convolutional Network for Image...2015-11-14Code
31DnCNN-333.03NoBeyond a Gaussian Denoiser: Residual Learning of...2016-08-13Code
32VDSR [[Kim et al.2016a]]33.03NoAccurate Image Super-Resolution Using Very Deep ...2015-11-14Code
33RED3032.94NoImage Restoration Using Convolutional Auto-encod...2016-06-29Code
34c-DCSCN32.71NoFast and Accurate Image Super Resolution by Deep...2017-07-18Code
35Deep CNN Denoiser30.79NoLearning Deep CNN Denoiser Prior for Image Resto...2017-04-11Code