Super-Resolution on BSD100 - 4x upscaling

Metric: PSNR (higher is better)

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	DRCT-L	28.16	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
2	Hi-IR-L	28.13	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
3	HMA†	28.13	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
4	HAT-L	28.09	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
5	HAT_FIR	28.07	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
6	DRCT	28.06	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
7	CPAT+	28.06	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
8	HAT	28.05	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
9	CPAT	28.04	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
10	SwinFIR	28.03	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
11	WaveMixSR-V2	27.87	No	WaveMixSR-V2: Enhancing Super-resolution with Hi...	2024-09-16	Code
12	DRLN+	27.87	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
13	SAN	27.86	No	-	-	Code
14	LTE	27.86	No	Local Texture Estimator for Implicit Representat...	2021-11-17	Code
15	SRGAN + Residual-in-Residual Dense Block	27.85	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
16	HAN+	27.85	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
17	RFN	27.83	No	Progressive Perception-Oriented Network for Sing...	2019-07-24	Code
18	ABPN	27.82	No	Image Super-Resolution via Attention based Back ...	2019-10-10	Code
19	CSNLN	27.8	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
20	ProSR	27.79	No	A Fully Progressive Approach to Single-Image Sup...	2018-04-09	Code
21	RCAN	27.77	No	Image Super-Resolution Using Very Deep Residual ...	2018-07-08	Code
22	HBPN	27.77	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
23	SwinOIR	27.76	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
24	GMFN	27.74	No	Gated Multiple Feedback Network for Image Super-...	2019-07-09	Code
25	RDN	27.72	No	Residual Dense Network for Image Super-Resolution	2018-02-24	Code
26	SRFBN	27.72	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
27	D-DBPN	27.72	No	Deep Back-Projection Networks For Super-Resolution	2018-03-07	Code
28	EDSR	27.71	No	Enhanced Deep Residual Networks for Single Image...	2017-07-10	Code
29	Manifold Simplification	27.66	No	Beyond Deep Residual Learning for Image Restorat...	2016-11-19	Code
30	MWCNN	27.62	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
31	SRResNet	27.58	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
32	CARN	27.58	No	Fast, Accurate, and Lightweight Super-Resolution...	2018-03-23	Code
33	BSRN	27.57	No	Lightweight and Efficient Image Super-Resolution...	2018-11-30	Code
34	SRRAM	27.56	No	MAMNet: Multi-path Adaptive Modulation Network f...	2018-11-29	Code
35	IMDN	27.56	No	Lightweight Image Super-Resolution with Informat...	2019-09-26	Code
36	ENet-E	27.5	No	EnhanceNet: Single Image Super-Resolution Throug...	2016-12-23	Code
37	SRMDNF	27.49	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
38	NLRN	27.48	No	Non-Local Recurrent Network for Image Restoration	2018-06-07	Code
39	RL-CSC	27.44	No	Image Super-Resolution via RL-CSC: When Residual...	2018-12-31	-
40	SESR	27.42	No	SESR: Single Image Super Resolution with Recursi...	2018-01-31	Code
41	LFFN-S	27.42	No	Lightweight Feature Fusion Network for Single Im...	2019-02-15	Code
42	IDN	27.41	No	Fast and Accurate Single Image Super-Resolution ...	2018-03-26	Code
43	RED30	27.4	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
44	RED30	27.4	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
45	MemNet	27.4	No	MemNet: A Persistent Memory Network for Image Re...	2017-08-07	Code
46	LapSRN	27.32	No	Deep Laplacian Pyramid Networks for Fast and Acc...	2017-04-12	Code
47	DnCNN-3	27.29	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
48	DSRN	27.25	No	Image Super-Resolution via Dual-State Recurrent ...	2018-05-07	Code
49	DRCN	27.21	No	Deeply-Recursive Convolutional Network for Image...	2015-11-14	Code
50	RC-Net	27.21	No	Image Restoration Using Deep Regulated Convoluti...	2019-10-19	Code
51	IA	27.16	No	Seven ways to improve example-based single image...	2015-11-06	-
52	ZSSR	27.12	No	"Zero-Shot" Super-Resolution using Deep Internal...	2017-12-17	Code
53	ESPCN	27.02	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
54	FAFR*	26.91	No	Image Super-resolution via Feature-augmented Ran...	2017-12-14	Code
55	SRCNN	26.9	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
56	JMPF+	26.87	No	Joint Maximum Purity Forest with Application to ...	2017-08-30	Code
57	4PP-EUSR	26.5707	No	Deep Learning-based Image Super-Resolution Consi...	2018-09-13	Code
58	FxSR-PD t=0.0	26.38	No	Flexible Style Image Super-Resolution using Cond...	2022-01-13	Code
59	bicubic	25.94	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
60	AESOP	25.93	No	Auto-Encoded Supervision for Perceptual Image Su...	2024-11-28	Code
61	SPSR	25.505	No	Structure-Preserving Super Resolution with Gradi...	2020-03-29	Code
62	SFT-GAN	25.33	No	Recovering Realistic Texture in Image Super-reso...	2018-04-09	Code
63	SRGAN	25.16	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
64	nearest neighbors	25.02	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
65	Perceptual Loss	24.95	No	Perceptual Losses for Real-Time Style Transfer a...	2016-03-27	Code
66	SROOE	24.87	No	Perception-Oriented Single Image Super-Resolutio...	2022-11-24	Code
67	FxSR-PD t=0.8	24.77	No	Flexible Style Image Super-Resolution using Cond...	2022-01-13	Code
68	Edge-informed SR	24.25	No	Edge-Informed Single Image Super-Resolution	2019-09-11	Code

#1DRCT-LSOTA
28.16
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#2Hi-IR-L
28.13
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#3HMA†
28.13
PSNR· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#4HAT-LSOTA
28.09
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#5HAT_FIR
28.07
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#6DRCT
28.06
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#7CPAT+
28.06
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#8HAT
28.05
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#9CPAT
28.04
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#10SwinFIR
28.03
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#11WaveMixSR-V2
27.87
PSNR· 2024-09-16
WaveMixSR-V2: Enhancing Super-resolution with Higher Efficiency Code
#12DRLN+SOTA
27.87
PSNR· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#13SAN
27.86
PSNR
No paperCode
#14LTE
27.86
PSNR· 2021-11-17
Local Texture Estimator for Implicit Representation Function Code
#15SRGAN + Residual-in-Residual Dense BlockSOTA
27.85
PSNR· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#16HAN+
27.85
PSNR· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#17RFN
27.83
PSNR· 2019-07-24
Progressive Perception-Oriented Network for Single Image Super-Resolution Code
#18ABPN
27.82
PSNR· 2019-10-10
Image Super-Resolution via Attention based Back Projection Networks Code
#19CSNLN
27.8
PSNR· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#20ProSRSOTA
27.79
PSNR· 2018-04-09
A Fully Progressive Approach to Single-Image Super-Resolution Code
#21RCAN
27.77
PSNR· 2018-07-08
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Code
#22HBPN
27.77
PSNR· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#23SwinOIR
27.76
PSNR· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#24GMFN
27.74
PSNR· 2019-07-09
Gated Multiple Feedback Network for Image Super-Resolution Code
#25RDNSOTA
27.72
PSNR· 2018-02-24
Residual Dense Network for Image Super-Resolution Code
#26SRFBN
27.72
PSNR· 2019-03-23
Feedback Network for Image Super-Resolution Code
#27D-DBPN
27.72
PSNR· 2018-03-07
Deep Back-Projection Networks For Super-Resolution Code
#28EDSRSOTA
27.71
PSNR· 2017-07-10
Enhanced Deep Residual Networks for Single Image Super-Resolution Code
#29Manifold SimplificationSOTA
27.66
PSNR· 2016-11-19
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification Code
#30MWCNN
27.62
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#31SRResNetSOTA
27.58
PSNR· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#32CARN
27.58
PSNR· 2018-03-23
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Code
#33BSRN
27.57
PSNR· 2018-11-30
Lightweight and Efficient Image Super-Resolution with Block State-based Recursive Network Code
#34SRRAM
27.56
PSNR· 2018-11-29
MAMNet: Multi-path Adaptive Modulation Network for Image Super-Resolution Code
#35IMDN
27.56
PSNR· 2019-09-26
Lightweight Image Super-Resolution with Information Multi-distillation Network Code
#36ENet-E
27.5
PSNR· 2016-12-23
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis Code
#37SRMDNF
27.49
PSNR· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#38NLRN
27.48
PSNR· 2018-06-07
Non-Local Recurrent Network for Image Restoration Code
#39RL-CSC
27.44
PSNR· 2018-12-31
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding
#40SESR
27.42
PSNR· 2018-01-31
SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks Code
#41LFFN-S
27.42
PSNR· 2019-02-15
Lightweight Feature Fusion Network for Single Image Super-Resolution Code
#42IDN
27.41
PSNR· 2018-03-26
Fast and Accurate Single Image Super-Resolution via Information Distillation Network Code
#43RED30SOTA
27.4
PSNR· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#44RED30
27.4
PSNR· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#45MemNet
27.4
PSNR· 2017-08-07
MemNet: A Persistent Memory Network for Image Restoration Code
#46LapSRN
27.32
PSNR· 2017-04-12
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution Code
#47DnCNN-3
27.29
PSNR· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#48DSRN
27.25
PSNR· 2018-05-07
Image Super-Resolution via Dual-State Recurrent Networks Code
#49DRCNSOTA
27.21
PSNR· 2015-11-14
Deeply-Recursive Convolutional Network for Image Super-Resolution Code
#50RC-Net
27.21
PSNR· 2019-10-19
Image Restoration Using Deep Regulated Convolutional Networks Code
#51IASOTA
27.16
PSNR· 2015-11-06
Seven ways to improve example-based single image super resolution
#52ZSSR
27.12
PSNR· 2017-12-17
"Zero-Shot" Super-Resolution using Deep Internal Learning Code
#53ESPCN
27.02
PSNR· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#54FAFR*
26.91
PSNR· 2017-12-14
Image Super-resolution via Feature-augmented Random Forest Code
#55SRCNNSOTA
26.9
PSNR· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#56JMPF+
26.87
PSNR· 2017-08-30
Joint Maximum Purity Forest with Application to Image Super-Resolution Code
#574PP-EUSR
26.5707
PSNR· 2018-09-13
Deep Learning-based Image Super-Resolution Considering Quantitative and Perceptual Quality Code
#58FxSR-PD t=0.0
26.38
PSNR· 2022-01-13
Flexible Style Image Super-Resolution using Conditional Objective Code
#59bicubic
25.94
PSNR· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#60AESOP
25.93
PSNR· 2024-11-28
Auto-Encoded Supervision for Perceptual Image Super-Resolution Code
#61SPSR
25.505
PSNR· 2020-03-29
Structure-Preserving Super Resolution with Gradient Guidance Code
#62SFT-GAN
25.33
PSNR· 2018-04-09
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform Code
#63SRGAN
25.16
PSNR· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#64nearest neighbors
25.02
PSNR· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#65Perceptual Loss
24.95
PSNR· 2016-03-27
Perceptual Losses for Real-Time Style Transfer and Super-Resolution Code
#66SROOE
24.87
PSNR· 2022-11-24
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation Code
#67FxSR-PD t=0.8
24.77
PSNR· 2022-01-13
Flexible Style Image Super-Resolution using Conditional Objective Code
#68Edge-informed SR
24.25
PSNR· 2019-09-11
Edge-Informed Single Image Super-Resolution Code