Image Super-Resolution on Set14 - 2x upscaling

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	Hi-IR-L	0.9311	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
2	DRCT-L	0.9302	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
3	HMA†	0.9297	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
4	HAT-L	0.9293	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
5	DRCT	0.9287	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
6	HAT	0.9282	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
7	CPAT+	0.928	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
8	CPAT	0.9277	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
9	SwinFIR	0.9276	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
10	MaIR	0.9268	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
11	DRLN+	0.9247	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
12	CSRCNN	0.924	No	Cascade Convolutional Neural Network for Image S...	2020-08-24	-
13	HAN+	0.9224	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
14	CSNLN	0.9223	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
15	SwinOIR	0.922	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
16	ML-CrAIST	0.922	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
17	ML-CrAIST-Li	0.9213	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
18	DBPN-RES-MR64-3	0.921	No	Deep Back-Projection Networks for Single Image S...	2019-04-04	Code
19	HBPN	0.921	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
20	SPBP-L+	0.9178	No	Sub-Pixel Back-Projection Network For Lightweigh...	2020-08-03	Code
21	RED30	0.9144	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
22	DCSCN	0.9126	No	Fast and Accurate Image Super Resolution by Deep...	2017-07-18	Code
23	c-DCSCN	0.909	No	Fast and Accurate Image Super Resolution by Deep...	2017-07-18	Code

#1Hi-IR-LSOTA
0.9311
SSIM· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#2DRCT-LSOTA
0.9302
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#3HMA†
0.9297
SSIM· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#4HAT-LSOTA
0.9293
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#5DRCT
0.9287
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#6HAT
0.9282
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#7CPAT+
0.928
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#8CPAT
0.9277
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#9SwinFIR
0.9276
SSIM· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#10MaIR
0.9268
SSIM· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#11DRLN+SOTA
0.9247
SSIM· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#12CSRCNN
0.924
SSIM· 2020-08-24
Cascade Convolutional Neural Network for Image Super-Resolution
#13HAN+
0.9224
SSIM· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#14CSNLN
0.9223
SSIM· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#15SwinOIR
0.922
SSIM· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#16ML-CrAIST
0.922
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#17ML-CrAIST-Li
0.9213
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#18DBPN-RES-MR64-3SOTA
0.921
SSIM· 2019-04-04
Deep Back-Projection Networks for Single Image Super-resolution Code
#19HBPN
0.921
SSIM· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#20SPBP-L+
0.9178
SSIM· 2020-08-03
Sub-Pixel Back-Projection Network For Lightweight Single Image Super-Resolution Code
#21RED30SOTA
0.9144
SSIM· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#22DCSCN
0.9126
SSIM· 2017-07-18
Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network Code
#23c-DCSCN
0.909
SSIM· 2017-07-18
Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network Code