Image Super-Resolution on Manga109 - 4x upscaling

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	Hi-IR-L	0.9366	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
2	DRCT-L	0.9347	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
3	HMA†	0.9344	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
4	HAT-L	0.9335	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
5	DRCT	0.9324	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
6	HAT	0.9319	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
7	CPAT+	0.9318	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
8	SwinFIR	0.9314	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
9	PFT	0.9306	No	Progressive Focused Transformer for Single Image...	2025-03-26	Code
10	RGT+	0.9303	No	Recursive Generalization Transformer for Image S...	2023-03-11	Code
11	DAT+	0.9301	No	Dual Aggregation Transformer for Image Super-Res...	2023-08-07	Code
12	MaIR+	0.9297	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
13	DAT	0.9291	No	Dual Aggregation Transformer for Image Super-Res...	2023-08-07	Code
14	RGT	0.9291	No	Recursive Generalization Transformer for Image S...	2023-03-11	Code
15	MaIR	0.9284	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
16	SwinIR	0.9273	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
17	+SPN	0.9229	No	Learning from History: Task-agnostic Model Contr...	2023-09-12	Code
18	ELAN	0.9226	No	Efficient Long-Range Attention Network for Image...	2022-03-13	Code
19	SAN	0.9222	No	-	-	Code
20	DRLN+	0.9211	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
21	S-RFN	0.9211	No	Progressive Perception-Oriented Network for Sing...	2019-07-24	Code
22	ABPN	0.921	No	Image Super-Resolution via Attention based Back ...	2019-10-10	Code
23	DBPN-RES-MR64-3	0.921	No	Deep Back-Projection Networks for Single Image S...	2019-04-04	Code
24	HAN+	0.9207	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
25	CSNLN	0.9201	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
26	HBPN	0.92	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
27	SRGAN + Residual-in-Residual Dense Block	0.9196	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
28	RFANET	0.9187	No	-	-	-
29	ML-CrAIST	0.9176	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
30	GMFN	0.9174	No	Gated Multiple Feedback Network for Image Super-...	2019-07-09	Code
31	RCAN	0.9173	No	Image Super-Resolution Using Very Deep Residual ...	2018-07-08	Code
32	ML-CrAIST-Li	0.9162	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
33	SRFBN	0.916	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
34	RDN	0.9151	No	Residual Dense Network for Image Super-Resolution	2018-02-24	Code
35	EDSR	0.9148	No	Enhanced Deep Residual Networks for Single Image...	2017-07-10	Code
36	PMRN+	0.9144	No	Sequential Hierarchical Learning with Distributi...	2020-07-19	-
37	D-DBPN	0.914	No	Deep Back-Projection Networks For Super-Resolution	2018-03-07	Code
38	CFSR	0.9111	No	Transforming Image Super-Resolution: A ConvForme...	2024-01-11	Code
39	CARN	0.9082	No	Fast, Accurate, and Lightweight Super-Resolution...	2018-03-23	Code
40	LFFN-S	0.8979	No	Lightweight Feature Fusion Network for Single Im...	2019-02-15	Code
41	MemNet	0.8942	No	MemNet: A Persistent Memory Network for Image Re...	2017-08-07	Code
42	AESOP	0.888	No	Auto-Encoded Supervision for Perceptual Image Su...	2024-11-28	Code
43	VDSR	0.887	No	Accurate Image Super-Resolution Using Very Deep ...	2015-11-14	Code
44	FSRCNN	0.861	No	Accelerating the Super-Resolution Convolutional ...	2016-08-01	Code
45	SRCNN	0.8555	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
46	SROOE	0.8554	No	Perception-Oriented Single Image Super-Resolutio...	2022-11-24	Code
47	bicubic	0.7866	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code

#1Hi-IR-LSOTA
0.9366
SSIM· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#2DRCT-LSOTA
0.9347
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#3HMA†
0.9344
SSIM· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#4HAT-LSOTA
0.9335
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#5DRCT
0.9324
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#6HAT
0.9319
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#7CPAT+
0.9318
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#8SwinFIR
0.9314
SSIM· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#9PFT
0.9306
SSIM· 2025-03-26
Progressive Focused Transformer for Single Image Super-Resolution Code
#10RGT+
0.9303
SSIM· 2023-03-11
Recursive Generalization Transformer for Image Super-Resolution Code
#11DAT+
0.9301
SSIM· 2023-08-07
Dual Aggregation Transformer for Image Super-Resolution Code
#12MaIR+
0.9297
SSIM· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#13DAT
0.9291
SSIM· 2023-08-07
Dual Aggregation Transformer for Image Super-Resolution Code
#14RGT
0.9291
SSIM· 2023-03-11
Recursive Generalization Transformer for Image Super-Resolution Code
#15MaIR
0.9284
SSIM· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#16SwinIRSOTA
0.9273
SSIM· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#17+SPN
0.9229
SSIM· 2023-09-12
Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration Code
#18ELAN
0.9226
SSIM· 2022-03-13
Efficient Long-Range Attention Network for Image Super-resolution Code
#19SAN
0.9222
SSIM
No paperCode
#20DRLN+SOTA
0.9211
SSIM· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#21S-RFN
0.9211
SSIM· 2019-07-24
Progressive Perception-Oriented Network for Single Image Super-Resolution Code
#22ABPN
0.921
SSIM· 2019-10-10
Image Super-Resolution via Attention based Back Projection Networks Code
#23DBPN-RES-MR64-3SOTA
0.921
SSIM· 2019-04-04
Deep Back-Projection Networks for Single Image Super-resolution Code
#24HAN+
0.9207
SSIM· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#25CSNLN
0.9201
SSIM· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#26HBPN
0.92
SSIM· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#27SRGAN + Residual-in-Residual Dense BlockSOTA
0.9196
SSIM· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#28RFANET
0.9187
SSIM
No paper
#29ML-CrAIST
0.9176
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#30GMFN
0.9174
SSIM· 2019-07-09
Gated Multiple Feedback Network for Image Super-Resolution Code
#31RCANSOTA
0.9173
SSIM· 2018-07-08
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Code
#32ML-CrAIST-Li
0.9162
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#33SRFBN
0.916
SSIM· 2019-03-23
Feedback Network for Image Super-Resolution Code
#34RDNSOTA
0.9151
SSIM· 2018-02-24
Residual Dense Network for Image Super-Resolution Code
#35EDSRSOTA
0.9148
SSIM· 2017-07-10
Enhanced Deep Residual Networks for Single Image Super-Resolution Code
#36PMRN+
0.9144
SSIM· 2020-07-19
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution
#37D-DBPN
0.914
SSIM· 2018-03-07
Deep Back-Projection Networks For Super-Resolution Code
#38CFSR
0.9111
SSIM· 2024-01-11
Transforming Image Super-Resolution: A ConvFormer-based Efficient Approach Code
#39CARN
0.9082
SSIM· 2018-03-23
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Code
#40LFFN-S
0.8979
SSIM· 2019-02-15
Lightweight Feature Fusion Network for Single Image Super-Resolution Code
#41MemNet
0.8942
SSIM· 2017-08-07
MemNet: A Persistent Memory Network for Image Restoration Code
#42AESOP
0.888
SSIM· 2024-11-28
Auto-Encoded Supervision for Perceptual Image Super-Resolution Code
#43VDSRSOTA
0.887
SSIM· 2015-11-14
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Code
#44FSRCNN
0.861
SSIM· 2016-08-01
Accelerating the Super-Resolution Convolutional Neural Network Code
#45SRCNNSOTA
0.8555
SSIM· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#46SROOE
0.8554
SSIM· 2022-11-24
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation Code
#47bicubic
0.7866
SSIM· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code