16k on Urban100 - 4x upscaling

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Augmentations	Paper	Date↕	Code
1	SPSR	0.9481	No	Structure-Preserving Super Resolution with Gradi...	2020-03-29	Code
2	Hi-IR-L	0.8514	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
3	HMA†	0.8512	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
4	DRCT-L	0.8508	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
5	HAT-L	0.8498	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
6	DRCT	0.8457	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
7	HAT	0.8447	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
8	CPAT+	0.8425	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
9	PFT	0.8412	No	Progressive Focused Transformer for Single Image...	2025-03-26	Code
10	CPAT	0.8408	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
11	SwinFIR	0.8393	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
12	IPG	0.8392	No	-	-	Code
13	MaIR+	0.8336	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
14	MaIR	0.8305	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
15	SwinIR	0.8254	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
16	HBPN	0.818	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
17	SAN	0.8169	No	-	-	Code
18	S-RFN	0.8169	No	Progressive Perception-Oriented Network for Sing...	2019-07-24	Code
19	CSNLN	0.8168	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
20	SRGAN + Residual-in-Residual Dense Block	0.8153	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
21	DRLN+	0.8149	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
22	DBPN-RES-MR64-3	0.814	No	Deep Back-Projection Networks for Single Image S...	2019-04-04	Code
23	HAN+	0.8131	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
24	ABPN	0.811	No	Image Super-Resolution via Attention based Back ...	2019-10-10	Code
25	RCAN	0.8087	No	Image Super-Resolution Using Very Deep Residual ...	2018-07-08	Code
26	SwinOIR	0.806	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
27	ML-CrAIST	0.8057	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
28	GMFN	0.8048	No	Gated Multiple Feedback Network for Image Super-...	2019-07-09	Code
29	EDSR	0.8033	No	Enhanced Deep Residual Networks for Single Image...	2017-07-10	Code
30	RDN	0.8028	No	Residual Dense Network for Image Super-Resolution	2018-02-24	Code
31	RCAN (DUKD)	0.802	No	Data Upcycling Knowledge Distillation for Image ...	2023-09-25	Code
32	ML-CrAIST-Li	0.8019	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
33	SRFBN	0.8015	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
34	SwinIR (DUKD)	0.7972	No	Data Upcycling Knowledge Distillation for Image ...	2023-09-25	Code
35	EDSR (DUKD)	0.7963	No	Data Upcycling Knowledge Distillation for Image ...	2023-09-25	Code
36	D-DBPN	0.795	No	Deep Back-Projection Networks For Super-Resolution	2018-03-07	Code
37	Manifold Simplification	0.794	No	Beyond Deep Residual Learning for Image Restorat...	2016-11-19	Code
38	MWCNN	0.789	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
39	AESOP	0.7884	No	Auto-Encoded Supervision for Perceptual Image Su...	2024-11-28	Code
40	Extracter-rec	0.785	No	EXTRACTER: Efficient Texture Matching with Atten...	2023-10-02	Code
41	CARN	0.7837	No	Fast, Accurate, and Lightweight Super-Resolution...	2018-03-23	Code
42	BSRN	0.7835	No	Lightweight and Efficient Image Super-Resolution...	2018-11-30	Code
43	SRRAM	0.7834	No	MAMNet: Multi-path Adaptive Modulation Network f...	2018-11-29	Code
44	SRMDNF	0.773	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
45	NLRN	0.7729	No	Non-Local Recurrent Network for Image Restoration	2018-06-07	Code
46	SESR	0.771	No	SESR: Single Image Super Resolution with Recursi...	2018-01-31	Code
47	SROOE	0.7707	No	Perception-Oriented Single Image Super-Resolutio...	2022-11-24	Code
48	ENet-E	0.7703	No	EnhanceNet: Single Image Super-Resolution Throug...	2016-12-23	Code
49	RL-CSC	0.768	No	Image Super-Resolution via RL-CSC: When Residual...	2018-12-31	-
50	IDN	0.7632	No	Fast and Accurate Single Image Super-Resolution ...	2018-03-26	Code
51	MemNet	0.763	No	MemNet: A Persistent Memory Network for Image Re...	2017-08-07	Code
52	LapSRN	0.756	No	Deep Laplacian Pyramid Networks for Fast and Acc...	2017-04-12	Code
53	DnCNN-3	0.7521	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
54	PixelRL-SR	0.7517	No	-	-	Code
55	DSRN	0.747	No	Image Super-Resolution via Dual-State Recurrent ...	2018-05-07	Code
56	SRCNN	0.7221	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
57	bicubic	0.6577	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code

#1SPSRSOTA
0.9481
SSIM· 2020-03-29
Structure-Preserving Super Resolution with Gradient Guidance Code
#2Hi-IR-L
0.8514
SSIM· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#3HMA†
0.8512
SSIM· Augmentations· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#4DRCT-L
0.8508
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#5HAT-L
0.8498
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#6DRCT
0.8457
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#7HAT
0.8447
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#8CPAT+
0.8425
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#9PFT
0.8412
SSIM· 2025-03-26
Progressive Focused Transformer for Single Image Super-Resolution Code
#10CPAT
0.8408
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#11SwinFIR
0.8393
SSIM· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#12IPG
0.8392
SSIM
No paperCode
#13MaIR+
0.8336
SSIM· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#14MaIR
0.8305
SSIM· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#15SwinIR
0.8254
SSIM· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#16HBPNSOTA
0.818
SSIM· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#17SAN
0.8169
SSIM
No paperCode
#18S-RFN
0.8169
SSIM· 2019-07-24
Progressive Perception-Oriented Network for Single Image Super-Resolution Code
#19CSNLN
0.8168
SSIM· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#20SRGAN + Residual-in-Residual Dense BlockSOTA
0.8153
SSIM· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#21DRLN+
0.8149
SSIM· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#22DBPN-RES-MR64-3
0.814
SSIM· 2019-04-04
Deep Back-Projection Networks for Single Image Super-resolution Code
#23HAN+
0.8131
SSIM· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#24ABPN
0.811
SSIM· 2019-10-10
Image Super-Resolution via Attention based Back Projection Networks Code
#25RCANSOTA
0.8087
SSIM· 2018-07-08
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Code
#26SwinOIR
0.806
SSIM· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#27ML-CrAIST
0.8057
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#28GMFN
0.8048
SSIM· 2019-07-09
Gated Multiple Feedback Network for Image Super-Resolution Code
#29EDSRSOTA
0.8033
SSIM· 2017-07-10
Enhanced Deep Residual Networks for Single Image Super-Resolution Code
#30RDN
0.8028
SSIM· 2018-02-24
Residual Dense Network for Image Super-Resolution Code
#31RCAN (DUKD)
0.802
SSIM· 2023-09-25
Data Upcycling Knowledge Distillation for Image Super-Resolution Code
#32ML-CrAIST-Li
0.8019
SSIM· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#33SRFBN
0.8015
SSIM· 2019-03-23
Feedback Network for Image Super-Resolution Code
#34SwinIR (DUKD)
0.7972
SSIM· 2023-09-25
Data Upcycling Knowledge Distillation for Image Super-Resolution Code
#35EDSR (DUKD)
0.7963
SSIM· 2023-09-25
Data Upcycling Knowledge Distillation for Image Super-Resolution Code
#36D-DBPN
0.795
SSIM· 2018-03-07
Deep Back-Projection Networks For Super-Resolution Code
#37Manifold SimplificationSOTA
0.794
SSIM· 2016-11-19
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification Code
#38MWCNN
0.789
SSIM· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#39AESOP
0.7884
SSIM· 2024-11-28
Auto-Encoded Supervision for Perceptual Image Super-Resolution Code
#40Extracter-rec
0.785
SSIM· 2023-10-02
EXTRACTER: Efficient Texture Matching with Attention and Gradient Enhancing for Large Scale Image Super Resolution Code
#41CARN
0.7837
SSIM· 2018-03-23
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Code
#42BSRN
0.7835
SSIM· 2018-11-30
Lightweight and Efficient Image Super-Resolution with Block State-based Recursive Network Code
#43SRRAM
0.7834
SSIM· 2018-11-29
MAMNet: Multi-path Adaptive Modulation Network for Image Super-Resolution Code
#44SRMDNF
0.773
SSIM· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#45NLRN
0.7729
SSIM· 2018-06-07
Non-Local Recurrent Network for Image Restoration Code
#46SESR
0.771
SSIM· 2018-01-31
SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks Code
#47SROOE
0.7707
SSIM· 2022-11-24
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation Code
#48ENet-E
0.7703
SSIM· 2016-12-23
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis Code
#49RL-CSC
0.768
SSIM· 2018-12-31
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding
#50IDN
0.7632
SSIM· 2018-03-26
Fast and Accurate Single Image Super-Resolution via Information Distillation Network Code
#51MemNet
0.763
SSIM· 2017-08-07
MemNet: A Persistent Memory Network for Image Restoration Code
#52LapSRN
0.756
SSIM· 2017-04-12
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution Code
#53DnCNN-3SOTA
0.7521
SSIM· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#54PixelRL-SR
0.7517
SSIM
No paperCode
#55DSRN
0.747
SSIM· 2018-05-07
Image Super-Resolution via Dual-State Recurrent Networks Code
#56SRCNNSOTA
0.7221
SSIM· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#57bicubic
0.6577
SSIM· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code