16k on Set5 - 2x upscaling

Metric: PSNR (higher is better)

LeaderboardDataset

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#	Model↕	PSNR▼	Augmentations	Paper	Date↕	Code
1	DRCT-L	39.14	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
2	HMA†	38.95	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
3	HAT-L	38.91	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
4	Hi-IR-L	38.87	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
5	HAT_FIR	38.74	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
6	HAT	38.73	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
7	DRCT	38.72	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
8	CPAT+	38.72	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
9	CPAT	38.68	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
10	SwinFIR	38.65	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
11	EDT-B	38.63	Yes	On Efficient Transformer-Based Image Pre-trainin...	2021-12-19	Code
12	MaIR+	38.62	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
13	MaIR	38.56	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
14	DRLN+	38.34	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
15	HAN+	38.33	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
16	LTE	38.33	No	Local Texture Estimator for Implicit Representat...	2021-11-17	Code
17	CSNLN	38.28	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
18	FACD	38.242	No	Feature-domain Adaptive Contrastive Distillation...	2022-11-29	-
19	PMRN+	38.22	No	Sequential Hierarchical Learning with Distributi...	2020-07-19	-
20	SwinOIR	38.21	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
21	ML-CrAIST	38.19	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
22	ML-CrAIST-Li	38.15	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
23	HBPN	38.13	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
24	SRFBN	38.11	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
25	DBPN-RES-MR64-3	38.08	No	Deep Back-Projection Networks for Single Image S...	2019-04-04	Code
26	SPBP-L+	38.05	No	Sub-Pixel Back-Projection Network For Lightweigh...	2020-08-03	Code
27	IMDN	38	No	Lightweight Image Super-Resolution with Informat...	2019-09-26	Code
28	MWCNN	37.91	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
29	FALSR-A	37.82	No	Fast, Accurate and Lightweight Super-Resolution ...	2019-01-22	Code
30	CARN [[Ahn et al.2018]]	37.76	No	Fast, Accurate, and Lightweight Super-Resolution...	2018-03-23	Code
31	RED30	37.66	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
32	LFFN-S	37.66	No	Lightweight Feature Fusion Network for Single Im...	2019-02-15	Code
33	DRCN [[Kim et al.2016b]]	37.63	No	Deeply-Recursive Convolutional Network for Image...	2015-11-14	Code
34	DnCNN-3	37.58	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
35	N3Net	37.57	No	Neural Nearest Neighbors Networks	2018-10-30	Code
36	VDSR [[Kim et al.2016a]]	37.53	No	Accurate Image Super-Resolution Using Very Deep ...	2015-11-14	Code
37	CSRCNN	37.45	No	Cascade Convolutional Neural Network for Image S...	2020-08-24	-
38	RC-Net	37.42	No	Image Restoration Using Deep Regulated Convoluti...	2019-10-19	Code
39	c-DCSCN	37.13	No	Fast and Accurate Image Super Resolution by Deep...	2017-07-18	Code
40	HyperRes	36.69	No	Hypernetwork-Based Adaptive Image Restoration	2022-06-13	Code
41	Deep CNN Denoiser	35.05	No	Learning Deep CNN Denoiser Prior for Image Resto...	2017-04-11	Code

#1DRCT-LSOTA
39.14
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#2HMA†
38.95
PSNR· Augmentations· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#3HAT-LSOTA
38.91
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#4Hi-IR-L
38.87
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#5HAT_FIR
38.74
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#6HAT
38.73
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#7DRCT
38.72
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#8CPAT+
38.72
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#9CPAT
38.68
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#10SwinFIR
38.65
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#11EDT-BSOTA
38.63
PSNR· Augmentations· 2021-12-19
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Code
#12MaIR+
38.62
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#13MaIR
38.56
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#14DRLN+SOTA
38.34
PSNR· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#15HAN+
38.33
PSNR· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#16LTE
38.33
PSNR· 2021-11-17
Local Texture Estimator for Implicit Representation Function Code
#17CSNLN
38.28
PSNR· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#18FACD
38.242
PSNR· 2022-11-29
Feature-domain Adaptive Contrastive Distillation for Efficient Single Image Super-Resolution
#19PMRN+
38.22
PSNR· 2020-07-19
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution
#20SwinOIR
38.21
PSNR· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#21ML-CrAIST
38.19
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#22ML-CrAIST-Li
38.15
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#23HBPNSOTA
38.13
PSNR· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#24SRFBNSOTA
38.11
PSNR· 2019-03-23
Feedback Network for Image Super-Resolution Code
#25DBPN-RES-MR64-3
38.08
PSNR· 2019-04-04
Deep Back-Projection Networks for Single Image Super-resolution Code
#26SPBP-L+
38.05
PSNR· 2020-08-03
Sub-Pixel Back-Projection Network For Lightweight Single Image Super-Resolution Code
#27IMDN
38
PSNR· 2019-09-26
Lightweight Image Super-Resolution with Information Multi-distillation Network Code
#28MWCNNSOTA
37.91
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#29FALSR-A
37.82
PSNR· 2019-01-22
Fast, Accurate and Lightweight Super-Resolution with Neural Architecture Search Code
#30CARN [[Ahn et al.2018]]SOTA
37.76
PSNR· 2018-03-23
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Code
#31RED30SOTA
37.66
PSNR· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#32LFFN-S
37.66
PSNR· 2019-02-15
Lightweight Feature Fusion Network for Single Image Super-Resolution Code
#33DRCN [[Kim et al.2016b]]SOTA
37.63
PSNR· 2015-11-14
Deeply-Recursive Convolutional Network for Image Super-Resolution Code
#34DnCNN-3
37.58
PSNR· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#35N3Net
37.57
PSNR· 2018-10-30
Neural Nearest Neighbors Networks Code
#36VDSR [[Kim et al.2016a]]
37.53
PSNR· 2015-11-14
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Code
#37CSRCNN
37.45
PSNR· 2020-08-24
Cascade Convolutional Neural Network for Image Super-Resolution
#38RC-Net
37.42
PSNR· 2019-10-19
Image Restoration Using Deep Regulated Convolutional Networks Code
#39c-DCSCN
37.13
PSNR· 2017-07-18
Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network Code
#40HyperRes
36.69
PSNR· 2022-06-13
Hypernetwork-Based Adaptive Image Restoration Code
#41Deep CNN Denoiser
35.05
PSNR· 2017-04-11
Learning Deep CNN Denoiser Prior for Image Restoration Code