Super-Resolution on BSD100 - 4x upscaling

Metric: SSIM (higher is better)

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	Edge-informed SR	0.851	No	Edge-Informed Single Image Super-Resolution	2019-09-11	Code
2	WaveMixSR-V2	0.764	No	WaveMixSR-V2: Enhancing Super-resolution with Hi...	2024-09-16	Code
3	Hi-IR-L	0.7622	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
4	SRResNet	0.762	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
5	WaveMixSR	0.7605	No	WaveMixSR: A Resource-efficient Neural Network f...	2023-07-01	Code
6	DRCT-L	0.7577	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
7	HMA†	0.7562	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
8	HAT-L	0.7551	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
9	HAT	0.7534	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
10	DRCT	0.7533	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
11	CPAT+	0.7532	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
12	CPAT	0.7527	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
13	SwinFIR	0.752	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
14	S-RFN	0.7515	No	Progressive Perception-Oriented Network for Sing...	2019-07-24	Code
15	DRCN	0.7493	No	Deeply-Recursive Convolutional Network for Image...	2015-11-14	Code
16	SAN	0.7457	No	-	-	Code
17	SRGAN + Residual-in-Residual Dense Block	0.7455	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
18	HAN+	0.7454	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
19	DRLN+	0.7453	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
20	ESPCN	0.7442	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
21	SwinOIR	0.7441	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
22	CSNLN	0.7439	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
23	RCAN	0.7436	No	Image Super-Resolution Using Very Deep Residual ...	2018-07-08	Code
24	ABPN	0.743	No	Image Super-Resolution via Attention based Back ...	2019-10-10	Code
25	HBPN	0.743	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
26	GMFN	0.7421	No	Gated Multiple Feedback Network for Image Super-...	2019-07-09	Code
27	EDSR	0.742	No	Enhanced Deep Residual Networks for Single Image...	2017-07-10	Code
28	RDN	0.7419	No	Residual Dense Network for Image Super-Resolution	2018-02-24	Code
29	SRFBN	0.7409	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
30	D-DBPN	0.74	No	Deep Back-Projection Networks For Super-Resolution	2018-03-07	Code
31	Manifold Simplification	0.738	No	Beyond Deep Residual Learning for Image Restorat...	2016-11-19	Code
32	FxSR-PD t=0.0	0.738	No	Flexible Style Image Super-Resolution using Cond...	2022-01-13	Code
33	SESR	0.737	No	SESR: Single Image Super Resolution with Recursi...	2018-01-31	Code
34	MWCNN	0.7355	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
35	BSRN	0.7353	No	Lightweight and Efficient Image Super-Resolution...	2018-11-30	Code
36	SRRAM	0.735	No	MAMNet: Multi-path Adaptive Modulation Network f...	2018-11-29	Code
37	CARN	0.7349	No	Fast, Accurate, and Lightweight Super-Resolution...	2018-03-23	Code
38	SRMDNF	0.734	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
39	ENet-E	0.7326	No	EnhanceNet: Single Image Super-Resolution Throug...	2016-12-23	Code
40	NLRN	0.7306	No	Non-Local Recurrent Network for Image Restoration	2018-06-07	Code
41	RL-CSC	0.7302	No	Image Super-Resolution via RL-CSC: When Residual...	2018-12-31	-
42	IDN	0.7297	No	Fast and Accurate Single Image Super-Resolution ...	2018-03-26	Code
43	RED30	0.729	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
44	RED30	0.729	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
45	MemNet	0.7281	No	MemNet: A Persistent Memory Network for Image Re...	2017-08-07	Code
46	LapSRN	0.728	No	Deep Laplacian Pyramid Networks for Fast and Acc...	2017-04-12	Code
47	DnCNN-3	0.7253	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
48	DSRN	0.724	No	Image Super-Resolution via Dual-State Recurrent ...	2018-05-07	Code
49	ZSSR	0.7211	No	"Zero-Shot" Super-Resolution using Deep Internal...	2017-12-17	Code
50	SRCNN	0.7101	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
51	bicubic	0.6935	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
52	4PP-EUSR	0.69	No	Deep Learning-based Image Super-Resolution Consi...	2018-09-13	Code
53	SROOE	0.6869	No	Perception-Oriented Single Image Super-Resolutio...	2022-11-24	Code
54	FxSR-PD t=0.8	0.6817	No	Flexible Style Image Super-Resolution using Cond...	2022-01-13	Code
55	AESOP	0.6813	No	Auto-Encoded Supervision for Perceptual Image Su...	2024-11-28	Code
56	SRGAN	0.6688	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
57	nearest neighbors	0.6606	No	Photo-Realistic Single Image Super-Resolution Us...	2016-09-15	Code
58	SPSR	0.6576	No	Structure-Preserving Super Resolution with Gradi...	2020-03-29	Code
59	SFT-GAN	0.651	No	Recovering Realistic Texture in Image Super-reso...	2018-04-09	Code
60	Perceptual Loss	0.6317	No	Perceptual Losses for Real-Time Style Transfer a...	2016-03-27	Code

#1Edge-informed SRSOTA
0.851
SSIM· 2019-09-11
Edge-Informed Single Image Super-Resolution Code
#2WaveMixSR-V2
0.764
SSIM· 2024-09-16
WaveMixSR-V2: Enhancing Super-resolution with Higher Efficiency Code
#3Hi-IR-L
0.7622
SSIM· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#4SRResNetSOTA
0.762
SSIM· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#5WaveMixSR
0.7605
SSIM· 2023-07-01
WaveMixSR: A Resource-efficient Neural Network for Image Super-resolution Code
#6DRCT-L
0.7577
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#7HMA†
0.7562
SSIM· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#8HAT-L
0.7551
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#9HAT
0.7534
SSIM· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#10DRCT
0.7533
SSIM· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#11CPAT+
0.7532
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#12CPAT
0.7527
SSIM· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#13SwinFIR
0.752
SSIM· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#14S-RFN
0.7515
SSIM· 2019-07-24
Progressive Perception-Oriented Network for Single Image Super-Resolution Code
#15DRCNSOTA
0.7493
SSIM· 2015-11-14
Deeply-Recursive Convolutional Network for Image Super-Resolution Code
#16SAN
0.7457
SSIM
No paperCode
#17SRGAN + Residual-in-Residual Dense Block
0.7455
SSIM· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#18HAN+
0.7454
SSIM· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#19DRLN+
0.7453
SSIM· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#20ESPCN
0.7442
SSIM· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#21SwinOIR
0.7441
SSIM· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#22CSNLN
0.7439
SSIM· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#23RCAN
0.7436
SSIM· 2018-07-08
Image Super-Resolution Using Very Deep Residual Channel Attention Networks Code
#24ABPN
0.743
SSIM· 2019-10-10
Image Super-Resolution via Attention based Back Projection Networks Code
#25HBPN
0.743
SSIM· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#26GMFN
0.7421
SSIM· 2019-07-09
Gated Multiple Feedback Network for Image Super-Resolution Code
#27EDSR
0.742
SSIM· 2017-07-10
Enhanced Deep Residual Networks for Single Image Super-Resolution Code
#28RDN
0.7419
SSIM· 2018-02-24
Residual Dense Network for Image Super-Resolution Code
#29SRFBN
0.7409
SSIM· 2019-03-23
Feedback Network for Image Super-Resolution Code
#30D-DBPN
0.74
SSIM· 2018-03-07
Deep Back-Projection Networks For Super-Resolution Code
#31Manifold Simplification
0.738
SSIM· 2016-11-19
Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification Code
#32FxSR-PD t=0.0
0.738
SSIM· 2022-01-13
Flexible Style Image Super-Resolution using Conditional Objective Code
#33SESR
0.737
SSIM· 2018-01-31
SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks Code
#34MWCNN
0.7355
SSIM· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#35BSRN
0.7353
SSIM· 2018-11-30
Lightweight and Efficient Image Super-Resolution with Block State-based Recursive Network Code
#36SRRAM
0.735
SSIM· 2018-11-29
MAMNet: Multi-path Adaptive Modulation Network for Image Super-Resolution Code
#37CARN
0.7349
SSIM· 2018-03-23
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Code
#38SRMDNF
0.734
SSIM· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#39ENet-E
0.7326
SSIM· 2016-12-23
EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis Code
#40NLRN
0.7306
SSIM· 2018-06-07
Non-Local Recurrent Network for Image Restoration Code
#41RL-CSC
0.7302
SSIM· 2018-12-31
Image Super-Resolution via RL-CSC: When Residual Learning Meets Convolutional Sparse Coding
#42IDN
0.7297
SSIM· 2018-03-26
Fast and Accurate Single Image Super-Resolution via Information Distillation Network Code
#43RED30
0.729
SSIM· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#44RED30
0.729
SSIM· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#45MemNet
0.7281
SSIM· 2017-08-07
MemNet: A Persistent Memory Network for Image Restoration Code
#46LapSRN
0.728
SSIM· 2017-04-12
Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution Code
#47DnCNN-3
0.7253
SSIM· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#48DSRN
0.724
SSIM· 2018-05-07
Image Super-Resolution via Dual-State Recurrent Networks Code
#49ZSSR
0.7211
SSIM· 2017-12-17
"Zero-Shot" Super-Resolution using Deep Internal Learning Code
#50SRCNNSOTA
0.7101
SSIM· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#51bicubic
0.6935
SSIM· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#524PP-EUSR
0.69
SSIM· 2018-09-13
Deep Learning-based Image Super-Resolution Considering Quantitative and Perceptual Quality Code
#53SROOE
0.6869
SSIM· 2022-11-24
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation Code
#54FxSR-PD t=0.8
0.6817
SSIM· 2022-01-13
Flexible Style Image Super-Resolution using Conditional Objective Code
#55AESOP
0.6813
SSIM· 2024-11-28
Auto-Encoded Supervision for Perceptual Image Super-Resolution Code
#56SRGAN
0.6688
SSIM· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#57nearest neighbors
0.6606
SSIM· 2016-09-15
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network Code
#58SPSR
0.6576
SSIM· 2020-03-29
Structure-Preserving Super Resolution with Gradient Guidance Code
#59SFT-GAN
0.651
SSIM· 2018-04-09
Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform Code
#60Perceptual Loss
0.6317
SSIM· 2016-03-27
Perceptual Losses for Real-Time Style Transfer and Super-Resolution Code