Super-Resolution on Urban100 - 3x upscaling

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	Hi-IR-L	0.902	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
2	HMA†	0.8984	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
3	HAT-L	0.8981	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
4	HAT	0.8949	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
5	CPAT+	0.8934	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
6	CPAT	0.8923	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
7	SwinFIR	0.8913	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
8	DRLN+	0.8746	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
9	CSNLN	0.8712	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
10	HAN+	0.871	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
11	ML-CrAIST	0.8676	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
12	SwinOIR	0.8674	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
13	ML-CrAIST-Li	0.8651	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code

#1Hi-IR-LSOTA
0.902
SSIM· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#2HMA†SOTA
0.8984
SSIM· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#3HAT-LSOTA
0.8981
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#4HAT
0.8949
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#5CPAT+
0.8934
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#6CPAT
0.8923
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#7SwinFIR
0.8913
SSIM· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#8DRLN+SOTA
0.8746
SSIM· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#9CSNLN
0.8712
SSIM· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#10HAN+
0.871
SSIM· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#11ML-CrAIST
0.8676
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#12SwinOIR
0.8674
SSIM· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#13ML-CrAIST-Li
0.8651
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code