16k on Set14 - 2x upscaling

Metric: PSNR (higher is better)

LeaderboardDataset

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#	Model↕	PSNR▼	Augmentations	Paper	Date↕	Code
1	DRCT-L	35.36	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
2	HMA†	35.33	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
3	HAT-L	35.29	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
4	Hi-IR-L	35.27	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
5	HAT_FIR	35.17	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
6	HAT	35.13	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
7	CPAT+	34.97	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
8	DRCT	34.96	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
9	SwinFIR	34.93	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
10	CPAT	34.91	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
11	MaIR	34.75	No	MaIR: A Locality- and Continuity-Preserving Mamb...	2024-12-28	Code
12	DRLN+	34.43	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
13	CSRCNN	34.34	No	Cascade Convolutional Neural Network for Image S...	2020-08-24	-
14	LTE	34.25	No	Local Texture Estimator for Implicit Representat...	2021-11-17	Code
15	HAN+	34.24	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
16	CSNLN	34.12	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
17	DBPN-RES-MR64-3	34.09	No	Deep Back-Projection Networks for Single Image S...	2019-04-04	Code
18	SwinOIR	33.97	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
19	SRFBN	33.82	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
20	HBPN	33.78	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
21	ML-CrAIST	33.77	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
22	MWCNN	33.7	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
23	ML-CrAIST-Li	33.64	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
24	IMDN	33.63	No	Lightweight Image Super-Resolution with Informat...	2019-09-26	Code
25	SPBP-L+	33.62	No	Sub-Pixel Back-Projection Network For Lightweigh...	2020-08-03	Code
26	FALSR-A	33.55	No	Fast, Accurate and Lightweight Super-Resolution ...	2019-01-22	Code
27	CARN [[Ahn et al.2018]]	33.52	No	Fast, Accurate, and Lightweight Super-Resolution...	2018-03-23	Code
28	CARN-M [[Ahn et al.2018]]	33.26	No	Fast, Accurate, and Lightweight Super-Resolution...	2018-03-23	Code
29	DCSCN	33.05	No	Fast and Accurate Image Super Resolution by Deep...	2017-07-18	Code
30	DRCN [[Kim et al.2016b]]	33.04	No	Deeply-Recursive Convolutional Network for Image...	2015-11-14	Code
31	DnCNN-3	33.03	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
32	VDSR [[Kim et al.2016a]]	33.03	No	Accurate Image Super-Resolution Using Very Deep ...	2015-11-14	Code
33	RED30	32.94	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
34	c-DCSCN	32.71	No	Fast and Accurate Image Super Resolution by Deep...	2017-07-18	Code
35	Deep CNN Denoiser	30.79	No	Learning Deep CNN Denoiser Prior for Image Resto...	2017-04-11	Code

#1DRCT-LSOTA
35.36
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#2HMA†
35.33
PSNR· Augmentations· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#3HAT-LSOTA
35.29
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#4Hi-IR-L
35.27
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#5HAT_FIR
35.17
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#6HAT
35.13
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#7CPAT+
34.97
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#8DRCT
34.96
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#9SwinFIR
34.93
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#10CPAT
34.91
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#11MaIR
34.75
PSNR· 2024-12-28
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration Code
#12DRLN+SOTA
34.43
PSNR· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#13CSRCNN
34.34
PSNR· 2020-08-24
Cascade Convolutional Neural Network for Image Super-Resolution
#14LTE
34.25
PSNR· 2021-11-17
Local Texture Estimator for Implicit Representation Function Code
#15HAN+
34.24
PSNR· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#16CSNLN
34.12
PSNR· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#17DBPN-RES-MR64-3SOTA
34.09
PSNR· 2019-04-04
Deep Back-Projection Networks for Single Image Super-resolution Code
#18SwinOIR
33.97
PSNR· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#19SRFBNSOTA
33.82
PSNR· 2019-03-23
Feedback Network for Image Super-Resolution Code
#20HBPN
33.78
PSNR· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#21ML-CrAIST
33.77
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#22MWCNNSOTA
33.7
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#23ML-CrAIST-Li
33.64
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#24IMDN
33.63
PSNR· 2019-09-26
Lightweight Image Super-Resolution with Information Multi-distillation Network Code
#25SPBP-L+
33.62
PSNR· 2020-08-03
Sub-Pixel Back-Projection Network For Lightweight Single Image Super-Resolution Code
#26FALSR-A
33.55
PSNR· 2019-01-22
Fast, Accurate and Lightweight Super-Resolution with Neural Architecture Search Code
#27CARN [[Ahn et al.2018]]SOTA
33.52
PSNR· 2018-03-23
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Code
#28CARN-M [[Ahn et al.2018]]
33.26
PSNR· 2018-03-23
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network Code
#29DCSCNSOTA
33.05
PSNR· 2017-07-18
Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network Code
#30DRCN [[Kim et al.2016b]]SOTA
33.04
PSNR· 2015-11-14
Deeply-Recursive Convolutional Network for Image Super-Resolution Code
#31DnCNN-3
33.03
PSNR· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#32VDSR [[Kim et al.2016a]]
33.03
PSNR· 2015-11-14
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Code
#33RED30
32.94
PSNR· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#34c-DCSCN
32.71
PSNR· 2017-07-18
Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network Code
#35Deep CNN Denoiser
30.79
PSNR· 2017-04-11
Learning Deep CNN Denoiser Prior for Image Restoration Code