Image Super-Resolution on Manga109 - 4x upscaling

Metric: PSNR (higher is better)

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	HMA†	33.19	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
2	DRCT-L	33.14	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
3	Hi-IR-L	33.13	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
4	HAT-L	33.09	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
5	HAT_FIR	33.03	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
6	DRCT	32.96	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
7	HAT	32.87	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
8	CPAT+	32.85	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
9	SwinFIR	32.83	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
10	RGT+	32.68	No	Recursive Generalization Transformer for Image S...	2023-03-11	Code
11	DAT+	32.67	No	Dual Aggregation Transformer for Image Super-Res...	2023-08-07	Code
12	MaIR+	32.66	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
13	PFT	32.63	No	Progressive Focused Transformer for Single Image...	2025-03-26	Code
14	DAT	32.51	No	Dual Aggregation Transformer for Image Super-Res...	2023-08-07	Code
15	RGT	32.5	No	Recursive Generalization Transformer for Image S...	2023-03-11	Code
16	MaIR	32.46	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
17	SwinIR	32.22	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
18	ABPN	31.79	No	Image Super-Resolution via Attention based Back ...	2019-10-10	Code
19	DRLN+	31.78	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
20	+SPN	31.75	No	Learning from History: Task-agnostic Model Contr...	2023-09-12	Code
21	DBPN-RES-MR64-3	31.74	No	Deep Back-Projection Networks for Single Image S...	2019-04-04	Code
22	HAN+	31.73	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
23	ELAN	31.68	No	Efficient Long-Range Attention Network for Image...	2022-03-13	Code
24	SAN	31.66	No	-	-	Code
25	SRGAN + Residual-in-Residual Dense Block	31.66	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
26	RFN	31.59	No	Progressive Perception-Oriented Network for Sing...	2019-07-24	Code
27	HBPN	31.57	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
28	CSNLN	31.43	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
29	RFANET	31.41	No	-	-	-
30	GMFN	31.24	No	Gated Multiple Feedback Network for Image Super-...	2019-07-09	Code
31	RCAN	31.22	No	Image Super-Resolution Using Very Deep Residual ...	2018-07-08	Code
32	ML-CrAIST	31.17	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
33	SRFBN	31.15	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
34	ML-CrAIST-Li	31.11	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
35	PMRN+	31.07	No	Sequential Hierarchical Learning with Distributi...	2020-07-19	-
36	EDSR	31.02	No	Enhanced Deep Residual Networks for Single Image...	2017-07-10	Code
37	RDN	31	No	Residual Dense Network for Image Super-Resolution	2018-02-24	Code
38	CFSR	30.72	No	Transforming Image Super-Resolution: A ConvForme...	2024-01-11	Code
39	IMDN	30.45	No	Lightweight Image Super-Resolution with Informat...	2019-09-26	Code
40	CARN	30.4	No	Fast, Accurate, and Lightweight Super-Resolution...	2018-03-23	Code
41	AESOP	30.061	No	Auto-Encoded Supervision for Perceptual Image Su...	2024-11-28	Code
42	LFFN-S	29.76	No	Lightweight Feature Fusion Network for Single Im...	2019-02-15	Code
43	MemNet	29.42	No	MemNet: A Persistent Memory Network for Image Re...	2017-08-07	Code
44	VDSR	28.83	No	Accurate Image Super-Resolution Using Very Deep ...	2015-11-14	Code
45	SROOE	28.08	No	Perception-Oriented Single Image Super-Resolutio...	2022-11-24	Code
46	FSRCNN	27.9	No	Accelerating the Super-Resolution Convolutional ...	2016-08-01	Code
47	SRCNN	27.58	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
48	bicubic	24.89	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code

#1HMA†SOTA
33.19
PSNR· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#2DRCT-LSOTA
33.14
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#3Hi-IR-L
33.13
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#4HAT-LSOTA
33.09
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#5HAT_FIR
33.03
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#6DRCT
32.96
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#7HAT
32.87
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#8CPAT+
32.85
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#9SwinFIR
32.83
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#10RGT+
32.68
PSNR· 2023-03-11
Recursive Generalization Transformer for Image Super-Resolution Code
#11DAT+
32.67
PSNR· 2023-08-07
Dual Aggregation Transformer for Image Super-Resolution Code
#12MaIR+
32.66
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#13PFT
32.63
PSNR· 2025-03-26
Progressive Focused Transformer for Single Image Super-Resolution Code
#14DAT
32.51
PSNR· 2023-08-07
Dual Aggregation Transformer for Image Super-Resolution Code
#15RGT
32.5
PSNR· 2023-03-11
Recursive Generalization Transformer for Image Super-Resolution Code
#16MaIR
32.46
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#17SwinIRSOTA
32.22
PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#18ABPNSOTA
31.79
PSNR· 2019-10-10
Image Super-Resolution via Attention based Back Projection Networks Code
#19DRLN+SOTA
31.78
PSNR· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#20+SPN
31.75
PSNR· 2023-09-12
Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration Code
#21DBPN-RES-MR64-3SOTA
31.74
PSNR· 2019-04-04
Deep Back-Projection Networks for Single Image Super-resolution Code
#22HAN+
31.73
PSNR· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#23ELAN
31.68
PSNR· 2022-03-13
Efficient Long-Range Attention Network for Image Super-resolution Code
#24SAN
31.66
PSNR
No paperCode
#25SRGAN + Residual-in-Residual Dense BlockSOTA
31.66
PSNR· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#26RFN
31.59
PSNR· 2019-07-24
Progressive Perception-Oriented Network for Single Image Super-Resolution Code
#27HBPN
31.57
PSNR· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#28CSNLN
31.43
PSNR· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#29RFANET
31.41
PSNR
No paper
#30GMFN
31.24
PSNR· 2019-07-09
Gated Multiple Feedback Network for Image Super-Resolution Code
#31RCANSOTA
31.22
PSNR· 2018-07-08
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Code
#32ML-CrAIST
31.17
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#33SRFBN
31.15
PSNR· 2019-03-23
Feedback Network for Image Super-Resolution Code
#34ML-CrAIST-Li
31.11
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#35PMRN+
31.07
PSNR· 2020-07-19
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution
#36EDSRSOTA
31.02
PSNR· 2017-07-10
Enhanced Deep Residual Networks for Single Image Super-Resolution Code
#37RDN
31
PSNR· 2018-02-24
Residual Dense Network for Image Super-Resolution Code
#38CFSR
30.72
PSNR· 2024-01-11
Transforming Image Super-Resolution: A ConvFormer-based Efficient Approach Code
#39IMDN
30.45
PSNR· 2019-09-26
Lightweight Image Super-Resolution with Information Multi-distillation Network Code
#40CARN
30.4
PSNR· 2018-03-23
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Code
#41AESOP
30.061
PSNR· 2024-11-28
Auto-Encoded Supervision for Perceptual Image Super-Resolution Code
#42LFFN-S
29.76
PSNR· 2019-02-15
Lightweight Feature Fusion Network for Single Image Super-Resolution Code
#43MemNet
29.42
PSNR· 2017-08-07
MemNet: A Persistent Memory Network for Image Restoration Code
#44VDSRSOTA
28.83
PSNR· 2015-11-14
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Code
#45SROOE
28.08
PSNR· 2022-11-24
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation Code
#46FSRCNN
27.9
PSNR· 2016-08-01
Accelerating the Super-Resolution Convolutional Neural Network Code
#47SRCNNSOTA
27.58
PSNR· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#48bicubic
24.89
PSNR· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code