Super-Resolution on Urban100 - 4x upscaling

Metric: PSNR (higher is better)

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	Hi-IR-L	28.72	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
2	DRCT-L	28.7	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
3	HMA†	28.69	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
4	HAT-L	28.6	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
5	HAT_FIR	28.43	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
6	DRCT	28.4	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
7	HAT	28.37	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
8	CPAT+	28.33	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
9	CPAT	28.22	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
10	PFT	28.2	No	Progressive Focused Transformer for Single Image...	2025-03-26	Code
11	IPG	28.13	No	-	-	Code
12	SwinFIR	28.12	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
13	MaIR+	27.89	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
14	MaIR	27.71	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
15	SwinIR	27.45	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
16	HBPN	27.3	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
17	LTE	27.24	No	Local Texture Estimator for Implicit Representat...	2021-11-17	Code
18	SAN	27.23	No	-	-	Code
19	CSNLN	27.22	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
20	DRLN+	27.14	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
21	DBPN-RES-MR64-3	27.08	No	Deep Back-Projection Networks for Single Image S...	2019-04-04	Code
22	ABPN	27.06	No	Image Super-Resolution via Attention based Back ...	2019-10-10	Code
23	SRGAN + Residual-in-Residual Dense Block	27.03	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
24	HAN+	27.02	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
25	RFN	27.01	No	Progressive Perception-Oriented Network for Sing...	2019-07-24	Code
26	ProSR	26.89	No	A Fully Progressive Approach to Single-Image Sup...	2018-04-09	Code
27	RCAN	26.82	No	Image Super-Resolution Using Very Deep Residual ...	2018-07-08	Code
28	SwinOIR	26.74	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
29	GMFN	26.69	No	Gated Multiple Feedback Network for Image Super-...	2019-07-09	Code
30	ML-CrAIST	26.68	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
31	EDSR	26.64	No	Enhanced Deep Residual Networks for Single Image...	2017-07-10	Code
32	RCAN (DUKD)	26.62	No	Data Upcycling Knowledge Distillation for Image ...	2023-09-25	Code
33	RDN	26.61	No	Residual Dense Network for Image Super-Resolution	2018-02-24	Code
34	FACD	26.606	No	Feature-domain Adaptive Contrastive Distillation...	2022-11-29	-
35	SRFBN	26.6	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
36	ML-CrAIST-Li	26.53	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
37	EDSR (DUKD)	26.45	No	Data Upcycling Knowledge Distillation for Image ...	2023-09-25	Code
38	SwinIR (DUKD)	26.43	No	Data Upcycling Knowledge Distillation for Image ...	2023-09-25	Code
39	Manifold Simplification	26.42	No	Beyond Deep Residual Learning for Image Restorat...	2016-11-19	Code
40	MWCNN	26.27	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
41	AESOP	26.148	No	Auto-Encoded Supervision for Perceptual Image Su...	2024-11-28	Code
42	CARN	26.07	No	Fast, Accurate, and Lightweight Super-Resolution...	2018-03-23	Code
43	SRRAM	26.05	No	MAMNet: Multi-path Adaptive Modulation Network f...	2018-11-29	Code
44	Extracter-rec	26.04	No	EXTRACTER: Efficient Texture Matching with Atten...	2023-10-02	Code
45	IMDN	26.04	No	Lightweight Image Super-Resolution with Informat...	2019-09-26	Code
46	BSRN	26.03	No	Lightweight and Efficient Image Super-Resolution...	2018-11-30	Code
47	NLRN	25.79	No	Non-Local Recurrent Network for Image Restoration	2018-06-07	Code
48	SRMDNF	25.68	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
49	ENet-E	25.66	No	EnhanceNet: Single Image Super-Resolution Throug...	2016-12-23	Code
50	RL-CSC	25.59	No	Image Super-Resolution via RL-CSC: When Residual...	2018-12-31	-
51	MemNet	25.5	No	MemNet: A Persistent Memory Network for Image Re...	2017-08-07	Code
52	SRNTT-l2	25.5	No	Image Super-Resolution by Neural Texture Transfer	2019-03-03	Code
53	SESR	25.42	No	SESR: Single Image Super Resolution with Recursi...	2018-01-31	Code
54	IDN	25.41	No	Fast and Accurate Single Image Super-Resolution ...	2018-03-26	Code
55	LapSRN	25.21	No	Deep Laplacian Pyramid Networks for Fast and Acc...	2017-04-12	Code
56	DnCNN-3	25.2	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
57	DSRN	25.08	No	Image Super-Resolution via Dual-State Recurrent ...	2018-05-07	Code
58	SPSR	24.799	No	Structure-Preserving Super Resolution with Gradi...	2020-03-29	Code
59	SRCNN	24.52	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
60	SROOE	24.33	No	Perception-Oriented Single Image Super-Resolutio...	2022-11-24	Code
61	PixelRL-SR	23.28	No	-	-	Code
62	bicubic	23.14	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code

#1Hi-IR-LSOTA
28.72
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#2DRCT-LSOTA
28.7
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#3HMA†
28.69
PSNR· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#4HAT-LSOTA
28.6
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#5HAT_FIR
28.43
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#6DRCT
28.4
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#7HAT
28.37
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#8CPAT+
28.33
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#9CPAT
28.22
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#10PFT
28.2
PSNR· 2025-03-26
Progressive Focused Transformer for Single Image Super-Resolution Code
#11IPG
28.13
PSNR
No paperCode
#12SwinFIR
28.12
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#13MaIR+
27.89
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#14MaIR
27.71
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#15SwinIRSOTA
27.45
PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#16HBPNSOTA
27.3
PSNR· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#17LTE
27.24
PSNR· 2021-11-17
Local Texture Estimator for Implicit Representation Function Code
#18SAN
27.23
PSNR
No paperCode
#19CSNLN
27.22
PSNR· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#20DRLN+
27.14
PSNR· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#21DBPN-RES-MR64-3SOTA
27.08
PSNR· 2019-04-04
Deep Back-Projection Networks for Single Image Super-resolution Code
#22ABPN
27.06
PSNR· 2019-10-10
Image Super-Resolution via Attention based Back Projection Networks Code
#23SRGAN + Residual-in-Residual Dense BlockSOTA
27.03
PSNR· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#24HAN+
27.02
PSNR· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#25RFN
27.01
PSNR· 2019-07-24
Progressive Perception-Oriented Network for Single Image Super-Resolution Code
#26ProSRSOTA
26.89
PSNR· 2018-04-09
A Fully Progressive Approach to Single-Image Super-Resolution Code
#27RCAN
26.82
PSNR· 2018-07-08
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Code
#28SwinOIR
26.74
PSNR· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#29GMFN
26.69
PSNR· 2019-07-09
Gated Multiple Feedback Network for Image Super-Resolution Code
#30ML-CrAIST
26.68
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#31EDSRSOTA
26.64
PSNR· 2017-07-10
Enhanced Deep Residual Networks for Single Image Super-Resolution Code
#32RCAN (DUKD)
26.62
PSNR· 2023-09-25
Data Upcycling Knowledge Distillation for Image Super-Resolution Code
#33RDN
26.61
PSNR· 2018-02-24
Residual Dense Network for Image Super-Resolution Code
#34FACD
26.606
PSNR· 2022-11-29
Feature-domain Adaptive Contrastive Distillation for Efficient Single Image Super-Resolution
#35SRFBN
26.6
PSNR· 2019-03-23
Feedback Network for Image Super-Resolution Code
#36ML-CrAIST-Li
26.53
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#37EDSR (DUKD)
26.45
PSNR· 2023-09-25
Data Upcycling Knowledge Distillation for Image Super-Resolution Code
#38SwinIR (DUKD)
26.43
PSNR· 2023-09-25
Data Upcycling Knowledge Distillation for Image Super-Resolution Code
#39Manifold SimplificationSOTA
26.42
PSNR· 2016-11-19
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification Code
#40MWCNN
26.27
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#41AESOP
26.148
PSNR· 2024-11-28
Auto-Encoded Supervision for Perceptual Image Super-Resolution Code
#42CARN
26.07
PSNR· 2018-03-23
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Code
#43SRRAM
26.05
PSNR· 2018-11-29
MAMNet: Multi-path Adaptive Modulation Network for Image Super-Resolution Code
#44Extracter-rec
26.04
PSNR· 2023-10-02
EXTRACTER: Efficient Texture Matching with Attention and Gradient Enhancing for Large Scale Image Super Resolution Code
#45IMDN
26.04
PSNR· 2019-09-26
Lightweight Image Super-Resolution with Information Multi-distillation Network Code
#46BSRN
26.03
PSNR· 2018-11-30
Lightweight and Efficient Image Super-Resolution with Block State-based Recursive Network Code
#47NLRN
25.79
PSNR· 2018-06-07
Non-Local Recurrent Network for Image Restoration Code
#48SRMDNF
25.68
PSNR· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#49ENet-E
25.66
PSNR· 2016-12-23
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis Code
#50RL-CSC
25.59
PSNR· 2018-12-31
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding
#51MemNet
25.5
PSNR· 2017-08-07
MemNet: A Persistent Memory Network for Image Restoration Code
#52SRNTT-l2
25.5
PSNR· 2019-03-03
Image Super-Resolution by Neural Texture Transfer Code
#53SESR
25.42
PSNR· 2018-01-31
SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks Code
#54IDN
25.41
PSNR· 2018-03-26
Fast and Accurate Single Image Super-Resolution via Information Distillation Network Code
#55LapSRN
25.21
PSNR· 2017-04-12
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution Code
#56DnCNN-3SOTA
25.2
PSNR· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#57DSRN
25.08
PSNR· 2018-05-07
Image Super-Resolution via Dual-State Recurrent Networks Code
#58SPSR
24.799
PSNR· 2020-03-29
Structure-Preserving Super Resolution with Gradient Guidance Code
#59SRCNNSOTA
24.52
PSNR· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#60SROOE
24.33
PSNR· 2022-11-24
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation Code
#61PixelRL-SR
23.28
PSNR
No paperCode
#62bicubic
23.14
PSNR· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code