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SotA/Methodology/16k/Set5 - 3x upscaling

16k on Set5 - 3x upscaling

Metric: SSIM (higher is better)

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#Model↕SSIM▼AugmentationsPaperDate↕Code
1Hi-IR-L0.938NoHierarchical Information Flow for Generalized Ef...2024-11-27-
2DRCT-L0.9348NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
3HMA†0.9347YesHMANet: Hybrid Multi-Axis Aggregation Network fo...2024-05-08Code
4HAT-L0.9345NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
5DRCT0.9338NoDRCT: Saving Image Super-resolution away from In...2024-03-31Code
6CPAT+0.9335NoChannel-Partitioned Windowed Attention And Frequ...2024-07-23-
7HAT0.9335NoActivating More Pixels in Image Super-Resolution...2022-05-09Code
8CPAT0.9334NoChannel-Partitioned Windowed Attention And Frequ...2024-07-23-
9SwinFIR0.933NoSwinFIR: Revisiting the SwinIR with Fast Fourier...2022-08-24Code
10EDT-B0.9328YesOn Efficient Transformer-Based Image Pre-trainin...2021-12-19Code
11DRLN+0.9307NoDensely Residual Laplacian Super-Resolution2019-06-28Code
12ML-CrAIST0.9302NoML-CrAIST: Multi-scale Low-high Frequency Inform...2024-08-19Code
13HAN+0.93NoSingle Image Super-Resolution via a Holistic Att...2020-08-20Code
14CSNLN0.93NoImage Super-Resolution with Cross-Scale Non-Loca...2020-06-02Code
15SwinOIR0.9296NoResolution Enhancement Processing on Low Quality...2023-03-16Code
16ML-CrAIST-Li0.9294NoML-CrAIST: Multi-scale Low-high Frequency Inform...2024-08-19Code
17PMRN+0.9289NoSequential Hierarchical Learning with Distributi...2020-07-19-
18LFFN-S0.9233NoLightweight Feature Fusion Network for Single Im...2019-02-15Code
19RED300.923NoImage Restoration Using Convolutional Auto-encod...2016-06-29Code
20HyperRes0.84NoHypernetwork-Based Adaptive Image Restoration2022-06-13Code