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SotA/Graphs/Super-Resolution/Set5 - 2x upscaling

Super-Resolution on Set5 - 2x upscaling

Metric: PSNR (higher is better)

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#Model↕PSNR▼Extra DataPaperDate↕Code
1DRCT-L39.14NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
2HMA†38.95YesHMANet: Hybrid Multi-Axis Aggregation Network fo...2024-05-08Code
3HAT-L38.91NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
4Hi-IR-L38.87NoHierarchical Information Flow for Generalized Ef...2024-11-27-
5HAT_FIR38.74NoSwinFIR: Revisiting the SwinIR with Fast Fourier...2022-08-24Code
6HAT38.73NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
7DRCT38.72NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
8CPAT+38.72NoChannel-Partitioned Windowed Attention And Frequ...2024-07-23-
9CPAT38.68NoChannel-Partitioned Windowed Attention And Frequ...2024-07-23-
10SwinFIR38.65NoSwinFIR: Revisiting the SwinIR with Fast Fourier...2022-08-24Code
11EDT-B38.63YesOn Efficient Transformer-Based Image Pre-trainin...2021-12-19Code
12MaIR+38.62NoMaIR: A Locality- and Continuity-Preserving Mamb...2024-12-28Code
13MaIR38.56NoMaIR: A Locality- and Continuity-Preserving Mamb...2024-12-28Code
14DRLN+38.34NoDensely Residual Laplacian Super-Resolution2019-06-28Code
15HAN+38.33NoSingle Image Super-Resolution via a Holistic Att...2020-08-20Code
16LTE38.33NoLocal Texture Estimator for Implicit Representat...2021-11-17Code
17CSNLN38.28NoImage Super-Resolution with Cross-Scale Non-Loca...2020-06-02Code
18FACD38.242NoFeature-domain Adaptive Contrastive Distillation...2022-11-29-
19PMRN+38.22NoSequential Hierarchical Learning with Distributi...2020-07-19-
20SwinOIR38.21NoResolution Enhancement Processing on Low Quality...2023-03-16Code
21ML-CrAIST38.19NoML-CrAIST: Multi-scale Low-high Frequency Inform...2024-08-19Code
22ML-CrAIST-Li38.15NoML-CrAIST: Multi-scale Low-high Frequency Inform...2024-08-19Code
23HBPN38.13NoHierarchical Back Projection Network for Image S...2019-06-17Code
24SRFBN38.11NoFeedback Network for Image Super-Resolution2019-03-23Code
25DBPN-RES-MR64-338.08NoDeep Back-Projection Networks for Single Image S...2019-04-04Code
26SPBP-L+38.05NoSub-Pixel Back-Projection Network For Lightweigh...2020-08-03Code
27IMDN38NoLightweight Image Super-Resolution with Informat...2019-09-26Code
28MWCNN37.91NoMulti-level Wavelet-CNN for Image Restoration2018-05-18Code
29FALSR-A37.82NoFast, Accurate and Lightweight Super-Resolution ...2019-01-22Code
30CARN [[Ahn et al.2018]]37.76NoFast, Accurate, and Lightweight Super-Resolution...2018-03-23Code
31RED3037.66NoImage Restoration Using Convolutional Auto-encod...2016-06-29Code
32LFFN-S37.66NoLightweight Feature Fusion Network for Single Im...2019-02-15Code
33DRCN [[Kim et al.2016b]]37.63NoDeeply-Recursive Convolutional Network for Image...2015-11-14Code
34DnCNN-337.58NoBeyond a Gaussian Denoiser: Residual Learning of...2016-08-13Code
35N3Net37.57NoNeural Nearest Neighbors Networks2018-10-30Code
36VDSR [[Kim et al.2016a]]37.53NoAccurate Image Super-Resolution Using Very Deep ...2015-11-14Code
37CSRCNN37.45NoCascade Convolutional Neural Network for Image S...2020-08-24-
38RC-Net37.42NoImage Restoration Using Deep Regulated Convoluti...2019-10-19Code
39c-DCSCN37.13NoFast and Accurate Image Super Resolution by Deep...2017-07-18Code
40HyperRes36.69NoHypernetwork-Based Adaptive Image Restoration2022-06-13Code
41Deep CNN Denoiser35.05NoLearning Deep CNN Denoiser Prior for Image Resto...2017-04-11Code