Image Super-Resolution on Set14 - 4x upscaling

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	Edge-informed SR	0.894	No	Edge-Informed Single Image Super-Resolution	2019-09-11	Code
2	SRResNet	0.8184	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
3	DRCN	0.8074	No	Deeply-Recursive Convolutional Network for Image...	2015-11-14	Code
4	Hi-IR-L	0.8041	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
5	DRCT-L	0.8025	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
6	HMA†	0.8019	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
7	HAT-L	0.8015	Yes	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
8	ESPCN	0.8004	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
9	DRCT	0.8003	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
10	HAT	0.8001	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
11	CPAT+	0.7996	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
12	SwinFIR	0.7993	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
13	CPAT	0.7991	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
14	CFAT	0.7985	No	-	-	Code
15	DAT+	0.7983	No	Dual Aggregation Transformer for Image Super-Res...	2023-08-07	Code
16	RGT+	0.7979	No	Recursive Generalization Transformer for Image S...	2023-03-11	Code
17	PFT	0.7978	No	Progressive Focused Transformer for Single Image...	2025-03-26	Code
18	MaIR+	0.7974	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
19	ATD	0.7974	No	Transcending the Limit of Local Window: Advanced...	2024-01-16	Code
20	DAT	0.7973	No	Dual Aggregation Transformer for Image Super-Res...	2023-08-07	Code
21	Contrast	0.7973	No	-	-	-
22	RGT	0.7972	No	Recursive Generalization Transformer for Image S...	2023-03-11	Code
23	MambaIR	0.7961	No	MambaIR: A Simple Baseline for Image Restoration...	2024-02-23	Code
24	MaIR	0.7958	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
25	SwinIR	0.7958	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
26	S-RFN	0.7946	No	Progressive Perception-Oriented Network for Sing...	2019-07-24	Code
27	MAN+	0.7941	No	Multi-scale Attention Network for Single Image S...	2022-09-28	Code
28	MAN	0.7934	No	Multi-scale Attention Network for Single Image S...	2022-09-28	Code
29	SPSR	0.793	No	Structure-Preserving Super Resolution with Gradi...	2020-03-29	Code
30	DRLN-BAM	0.7925	No	BAM: A Balanced Attention Mechanism for Single I...	2021-04-15	Code
31	SAN	0.7921	No	-	-	Code
32	SRGAN + Residual-in-Residual Dense Block	0.7917	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
33	DRLN+	0.7914	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
34	ELAN	0.7914	No	Efficient Long-Range Attention Network for Image...	2022-03-13	Code
35	DBPN-RES-MR64-3	0.791	No	Deep Back-Projection Networks for Single Image S...	2019-04-04	Code
36	HAN+	0.7907	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
37	PFF	0.7904	No	Image Reconstruction with Predictive Filter Flow	2018-11-28	Code
38	ML-CrAIST	0.7895	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
39	SwinOIR	0.7892	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
40	ABPN	0.789	No	Image Super-Resolution via Attention based Back ...	2019-10-10	Code
41	RCAN	0.7889	No	Image Super-Resolution Using Very Deep Residual ...	2018-07-08	Code
42	CSNLN	0.7888	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
43	GMFN	0.7888	No	Gated Multiple Feedback Network for Image Super-...	2019-07-09	Code
44	HiT-SRF	0.788	No	HiT-SR: Hierarchical Transformer for Efficient I...	2024-07-08	-
45	EDSR	0.7876	No	Enhanced Deep Residual Networks for Single Image...	2017-07-10	Code
46	HiT-SiR	0.7873	No	HiT-SR: Hierarchical Transformer for Efficient I...	2024-07-08	-
47	HiT-SNG	0.7873	No	HiT-SR: Hierarchical Transformer for Efficient I...	2024-07-08	-
48	CRAFT	0.7872	No	Exploring Frequency-Inspired Optimization in Tra...	2023-08-09	Code
49	RDN	0.7871	No	Residual Dense Network for Image Super-Resolution	2018-02-24	Code
50	CAMixerSR	0.787	No	CAMixerSR: Only Details Need More "Attention"	2024-02-29	Code
51	SRFBN	0.7868	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
52	DUKD	0.7866	No	Data Upcycling Knowledge Distillation for Image ...	2023-09-25	Code
53	ML-CrAIST-Li	0.7863	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
54	D-DBPN	0.786	No	Deep Back-Projection Networks For Super-Resolution	2018-03-07	Code
55	ELAN-light	0.7858	No	Efficient Long-Range Attention Network for Image...	2022-03-13	Code
56	Manifold Simplification	0.7856	No	Beyond Deep Residual Learning for Image Restorat...	2016-11-19	Code
57	HBPN	0.785	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
58	CFSR	0.7842	No	Transforming Image Super-Resolution: A ConvForme...	2024-01-11	Code
59	SESR	0.784	No	SESR: Single Image Super Resolution with Recursi...	2018-01-31	Code
60	SPAN	0.7834	No	Swift Parameter-free Attention Network for Effic...	2023-11-21	Code
61	Extracter-rec	0.782	No	EXTRACTER: Efficient Texture Matching with Atten...	2023-10-02	Code
62	MWCNN	0.7816	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
63	SAFMN	0.7813	No	Spatially-Adaptive Feature Modulation for Effici...	2023-02-27	Code
64	CARN	0.7806	No	Fast, Accurate, and Lightweight Super-Resolution...	2018-03-23	Code
65	BSRN	0.7803	No	Lightweight and Efficient Image Super-Resolution...	2018-11-30	Code
66	SRRAM	0.78	No	MAMNet: Multi-path Adaptive Modulation Network f...	2018-11-29	Code
67	LESRCNN-S	0.7776	No	Lightweight image super-resolution with enhanced...	2020-07-08	Code
68	ENet-E	0.7774	No	EnhanceNet: Single Image Super-Resolution Throug...	2016-12-23	Code
69	LESRCNN	0.7772	No	Lightweight image super-resolution with enhanced...	2020-07-08	Code
70	SRMDNF	0.777	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
71	DSRNet	0.776	No	Image super-resolution via dynamic network	2023-10-16	Code
72	NLRN	0.7745	No	Non-Local Recurrent Network for Image Restoration	2018-06-07	Code
73	RL-CSC	0.7741	No	Image Super-Resolution via RL-CSC: When Residual...	2018-12-31	-
74	SVAN	0.7736	No	Efficient Image Super-Resolution via Symmetric V...	2024-01-17	-
75	IDN	0.773	No	Fast and Accurate Single Image Super-Resolution ...	2018-03-26	Code
76	MemNet	0.7723	No	MemNet: A Persistent Memory Network for Image Re...	2017-08-07	Code
77	CSRCNN	0.772	No	Cascade Convolutional Neural Network for Image S...	2020-08-24	-
78	LapSR	0.772	No	Deep Laplacian Pyramid Networks for Fast and Acc...	2017-04-12	Code
79	RED30	0.7718	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
80	DSRN	0.77	No	Image Super-Resolution via Dual-State Recurrent ...	2018-05-07	Code
81	DnCNN-3	0.7672	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
82	ZSSR	0.7651	No	"Zero-Shot" Super-Resolution using Deep Internal...	2017-12-17	Code
83	MSSRNet	0.7631	No	Single Image Super-Resolution with Dilated Convo...	2017-07-22	Code
84	SPMC	0.76	No	Detail-revealing Deep Video Super-resolution	2017-04-10	Code
85	SRCNN	0.7513	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
86	bicubic	0.7486	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
87	AESOP	0.7438	No	Auto-Encoded Supervision for Perceptual Image Su...	2024-11-28	Code
88	4PP-EUSR	0.7419	No	Deep Learning-based Image Super-Resolution Consi...	2018-09-13	Code
89	PMRN+	0.7405	No	Sequential Hierarchical Learning with Distributi...	2020-07-19	-
90	SRGAN	0.7397	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
91	nearest neighbors	0.71	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
92	SFT-GAN	0.694	No	Recovering Realistic Texture in Image Super-reso...	2018-04-09	Code

#1Edge-informed SRSOTA
0.894
SSIM· 2019-09-11
Edge-Informed Single Image Super-Resolution Code
#2SRResNetSOTA
0.8184
SSIM· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#3DRCNSOTA
0.8074
SSIM· 2015-11-14
Deeply-Recursive Convolutional Network for Image Super-Resolution Code
#4Hi-IR-L
0.8041
SSIM· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#5DRCT-L
0.8025
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#6HMA†
0.8019
SSIM· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#7HAT-L
0.8015
SSIM· Extra Data· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#8ESPCN
0.8004
SSIM· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#9DRCT
0.8003
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#10HAT
0.8001
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#11CPAT+
0.7996
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#12SwinFIR
0.7993
SSIM· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#13CPAT
0.7991
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#14CFAT
0.7985
SSIM
No paperCode
#15DAT+
0.7983
SSIM· 2023-08-07
Dual Aggregation Transformer for Image Super-Resolution Code
#16RGT+
0.7979
SSIM· 2023-03-11
Recursive Generalization Transformer for Image Super-Resolution Code
#17PFT
0.7978
SSIM· 2025-03-26
Progressive Focused Transformer for Single Image Super-Resolution Code
#18MaIR+
0.7974
SSIM· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#19ATD
0.7974
SSIM· 2024-01-16
Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary Code
#20DAT
0.7973
SSIM· 2023-08-07
Dual Aggregation Transformer for Image Super-Resolution Code
#21Contrast
0.7973
SSIM
No paper
#22RGT
0.7972
SSIM· 2023-03-11
Recursive Generalization Transformer for Image Super-Resolution Code
#23MambaIR
0.7961
SSIM· 2024-02-23
MambaIR: A Simple Baseline for Image Restoration with State-Space Model Code
#24MaIR
0.7958
SSIM· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#25SwinIR
0.7958
SSIM· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#26S-RFN
0.7946
SSIM· 2019-07-24
Progressive Perception-Oriented Network for Single Image Super-Resolution Code
#27MAN+
0.7941
SSIM· 2022-09-28
Multi-scale Attention Network for Single Image Super-Resolution Code
#28MAN
0.7934
SSIM· 2022-09-28
Multi-scale Attention Network for Single Image Super-Resolution Code
#29SPSR
0.793
SSIM· 2020-03-29
Structure-Preserving Super Resolution with Gradient Guidance Code
#30DRLN-BAM
0.7925
SSIM· 2021-04-15
BAM: A Balanced Attention Mechanism for Single Image Super Resolution Code
#31SAN
0.7921
SSIM
No paperCode
#32SRGAN + Residual-in-Residual Dense Block
0.7917
SSIM· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#33DRLN+
0.7914
SSIM· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#34ELAN
0.7914
SSIM· 2022-03-13
Efficient Long-Range Attention Network for Image Super-resolution Code
#35DBPN-RES-MR64-3
0.791
SSIM· 2019-04-04
Deep Back-Projection Networks for Single Image Super-resolution Code
#36HAN+
0.7907
SSIM· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#37PFF
0.7904
SSIM· 2018-11-28
Image Reconstruction with Predictive Filter Flow Code
#38ML-CrAIST
0.7895
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#39SwinOIR
0.7892
SSIM· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#40ABPN
0.789
SSIM· 2019-10-10
Image Super-Resolution via Attention based Back Projection Networks Code
#41RCAN
0.7889
SSIM· 2018-07-08
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Code
#42CSNLN
0.7888
SSIM· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#43GMFN
0.7888
SSIM· 2019-07-09
Gated Multiple Feedback Network for Image Super-Resolution Code
#44HiT-SRF
0.788
SSIM· 2024-07-08
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution
#45EDSR
0.7876
SSIM· 2017-07-10
Enhanced Deep Residual Networks for Single Image Super-Resolution Code
#46HiT-SiR
0.7873
SSIM· 2024-07-08
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution
#47HiT-SNG
0.7873
SSIM· 2024-07-08
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution
#48CRAFT
0.7872
SSIM· 2023-08-09
Exploring Frequency-Inspired Optimization in Transformer for Efficient Single Image Super-Resolution Code
#49RDN
0.7871
SSIM· 2018-02-24
Residual Dense Network for Image Super-Resolution Code
#50CAMixerSR
0.787
SSIM· 2024-02-29
CAMixerSR: Only Details Need More "Attention"Code
#51SRFBN
0.7868
SSIM· 2019-03-23
Feedback Network for Image Super-Resolution Code
#52DUKD
0.7866
SSIM· 2023-09-25
Data Upcycling Knowledge Distillation for Image Super-Resolution Code
#53ML-CrAIST-Li
0.7863
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#54D-DBPN
0.786
SSIM· 2018-03-07
Deep Back-Projection Networks For Super-Resolution Code
#55ELAN-light
0.7858
SSIM· 2022-03-13
Efficient Long-Range Attention Network for Image Super-resolution Code
#56Manifold Simplification
0.7856
SSIM· 2016-11-19
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification Code
#57HBPN
0.785
SSIM· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#58CFSR
0.7842
SSIM· 2024-01-11
Transforming Image Super-Resolution: A ConvFormer-based Efficient Approach Code
#59SESR
0.784
SSIM· 2018-01-31
SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks Code
#60SPAN
0.7834
SSIM· 2023-11-21
Swift Parameter-free Attention Network for Efficient Super-Resolution Code
#61Extracter-rec
0.782
SSIM· 2023-10-02
EXTRACTER: Efficient Texture Matching with Attention and Gradient Enhancing for Large Scale Image Super Resolution Code
#62MWCNN
0.7816
SSIM· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#63SAFMN
0.7813
SSIM· 2023-02-27
Spatially-Adaptive Feature Modulation for Efficient Image Super-Resolution Code
#64CARN
0.7806
SSIM· 2018-03-23
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Code
#65BSRN
0.7803
SSIM· 2018-11-30
Lightweight and Efficient Image Super-Resolution with Block State-based Recursive Network Code
#66SRRAM
0.78
SSIM· 2018-11-29
MAMNet: Multi-path Adaptive Modulation Network for Image Super-Resolution Code
#67LESRCNN-S
0.7776
SSIM· 2020-07-08
Lightweight image super-resolution with enhanced CNN Code
#68ENet-E
0.7774
SSIM· 2016-12-23
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis Code
#69LESRCNN
0.7772
SSIM· 2020-07-08
Lightweight image super-resolution with enhanced CNN Code
#70SRMDNF
0.777
SSIM· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#71DSRNet
0.776
SSIM· 2023-10-16
Image super-resolution via dynamic network Code
#72NLRN
0.7745
SSIM· 2018-06-07
Non-Local Recurrent Network for Image Restoration Code
#73RL-CSC
0.7741
SSIM· 2018-12-31
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding
#74SVAN
0.7736
SSIM· 2024-01-17
Efficient Image Super-Resolution via Symmetric Visual Attention Network
#75IDN
0.773
SSIM· 2018-03-26
Fast and Accurate Single Image Super-Resolution via Information Distillation Network Code
#76MemNet
0.7723
SSIM· 2017-08-07
MemNet: A Persistent Memory Network for Image Restoration Code
#77CSRCNN
0.772
SSIM· 2020-08-24
Cascade Convolutional Neural Network for Image Super-Resolution
#78LapSR
0.772
SSIM· 2017-04-12
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution Code
#79RED30
0.7718
SSIM· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#80DSRN
0.77
SSIM· 2018-05-07
Image Super-Resolution via Dual-State Recurrent Networks Code
#81DnCNN-3
0.7672
SSIM· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#82ZSSR
0.7651
SSIM· 2017-12-17
"Zero-Shot" Super-Resolution using Deep Internal Learning Code
#83MSSRNet
0.7631
SSIM· 2017-07-22
Single Image Super-Resolution with Dilated Convolution based Multi-Scale Information Learning Inception Module Code
#84SPMC
0.76
SSIM· 2017-04-10
Detail-revealing Deep Video Super-resolution Code
#85SRCNNSOTA
0.7513
SSIM· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#86bicubic
0.7486
SSIM· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#87AESOP
0.7438
SSIM· 2024-11-28
Auto-Encoded Supervision for Perceptual Image Super-Resolution Code
#884PP-EUSR
0.7419
SSIM· 2018-09-13
Deep Learning-based Image Super-Resolution Considering Quantitative and Perceptual Quality Code
#89PMRN+
0.7405
SSIM· 2020-07-19
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution
#90SRGAN
0.7397
SSIM· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#91nearest neighbors
0.71
SSIM· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#92SFT-GAN
0.694
SSIM· 2018-04-09
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform Code