Image Super-Resolution on Set5 - 2x upscaling

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	Hi-IR-L	0.9663	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
2	DRCT-L	0.9658	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
3	HMA†	0.9649	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
4	HAT-L	0.9646	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
5	DRCT	0.9646	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
6	HAT	0.9637	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
7	CPAT+	0.9635	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
8	CPAT	0.9633	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
9	SwinFIR	0.9633	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
10	EDT-B	0.9632	Yes	On Efficient Transformer-Based Image Pre-trainin...	2021-12-19	Code
11	MaIR+	0.963	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
12	MaIR	0.9628	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
13	DRLN+	0.9619	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
14	ML-CrAIST	0.9617	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
15	CSNLN	0.9616	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
16	ML-CrAIST-Li	0.9615	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
17	SwinOIR	0.9614	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
18	PMRN+	0.9612	No	Sequential Hierarchical Learning with Distributi...	2020-07-19	-
19	HBPN	0.961	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
20	SPBP-L+	0.9606	No	Sub-Pixel Back-Projection Network For Lightweigh...	2020-08-03	Code
21	DBPN-RES-MR64-3	0.96	No	Deep Back-Projection Networks for Single Image S...	2019-04-04	Code
22	RED30	0.9599	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
23	LFFN-S	0.9585	No	Lightweight Feature Fusion Network for Single Im...	2019-02-15	Code
24	CSRCNN	0.957	No	Cascade Convolutional Neural Network for Image S...	2020-08-24	-
25	c-DCSCN	0.9569	No	Fast and Accurate Image Super Resolution by Deep...	2017-07-18	Code
26	HyperRes	0.94	No	Hypernetwork-Based Adaptive Image Restoration	2022-06-13	Code
27	HAN+	0.9299	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code

#1Hi-IR-LSOTA
0.9663
SSIM· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#2DRCT-LSOTA
0.9658
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#3HMA†
0.9649
SSIM· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#4HAT-LSOTA
0.9646
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#5DRCT
0.9646
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#6HAT
0.9637
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#7CPAT+
0.9635
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#8CPAT
0.9633
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#9SwinFIR
0.9633
SSIM· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#10EDT-BSOTA
0.9632
SSIM· Extra Data· 2021-12-19
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Code
#11MaIR+
0.963
SSIM· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#12MaIR
0.9628
SSIM· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#13DRLN+SOTA
0.9619
SSIM· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#14ML-CrAIST
0.9617
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#15CSNLN
0.9616
SSIM· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#16ML-CrAIST-Li
0.9615
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#17SwinOIR
0.9614
SSIM· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#18PMRN+
0.9612
SSIM· 2020-07-19
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution
#19HBPNSOTA
0.961
SSIM· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#20SPBP-L+
0.9606
SSIM· 2020-08-03
Sub-Pixel Back-Projection Network For Lightweight Single Image Super-Resolution Code
#21DBPN-RES-MR64-3SOTA
0.96
SSIM· 2019-04-04
Deep Back-Projection Networks for Single Image Super-resolution Code
#22RED30SOTA
0.9599
SSIM· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#23LFFN-S
0.9585
SSIM· 2019-02-15
Lightweight Feature Fusion Network for Single Image Super-Resolution Code
#24CSRCNN
0.957
SSIM· 2020-08-24
Cascade Convolutional Neural Network for Image Super-Resolution
#25c-DCSCN
0.9569
SSIM· 2017-07-18
Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network Code
#26HyperRes
0.94
SSIM· 2022-06-13
Hypernetwork-Based Adaptive Image Restoration Code
#27HAN+
0.9299
SSIM· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code