16k on BSD100 - 3x upscaling

Metric: PSNR (higher is better)

LeaderboardDataset

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#	Model↕	PSNR▼	Augmentations	Paper	Date↕	Code
1	Hi-IR-L	29.67	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
2	HMA†	29.66	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
3	HAT-L	29.63	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
4	HAT_FIR	29.6	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
5	HAT	29.59	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
6	CPAT+	29.59	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
7	CPAT	29.56	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
8	SwinFIR	29.55	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
9	HAN+	29.41	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
10	DRLN+	29.4	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
11	LTE	29.39	No	Local Texture Estimator for Implicit Representat...	2021-11-17	Code
12	CSNLN	29.33	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
13	SwinOIR	29.27	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
14	SRFBN	29.24	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
15	MWCNN	29.12	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
16	IMDN	29.09	No	Lightweight Image Super-Resolution with Informat...	2019-09-26	Code
17	RED30	28.93	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
18	LFFN-S	28.91	No	Lightweight Feature Fusion Network for Single Im...	2019-02-15	Code
19	LCSCNet	28.87	No	LCSCNet: Linear Compressing Based Skip-Connectin...	2019-09-09	Code
20	DnCNN-3	28.85	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
21	RC-Net	28.76	No	Image Restoration Using Deep Regulated Convoluti...	2019-10-19	Code

#1Hi-IR-LSOTA
29.67
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#2HMA†SOTA
29.66
PSNR· Augmentations· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#3HAT-LSOTA
29.63
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#4HAT_FIR
29.6
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#5HAT
29.59
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#6CPAT+
29.59
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#7CPAT
29.56
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#8SwinFIR
29.55
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#9HAN+SOTA
29.41
PSNR· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#10DRLN+SOTA
29.4
PSNR· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#11LTE
29.39
PSNR· 2021-11-17
Local Texture Estimator for Implicit Representation Function Code
#12CSNLN
29.33
PSNR· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#13SwinOIR
29.27
PSNR· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#14SRFBNSOTA
29.24
PSNR· 2019-03-23
Feedback Network for Image Super-Resolution Code
#15MWCNNSOTA
29.12
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#16IMDN
29.09
PSNR· 2019-09-26
Lightweight Image Super-Resolution with Information Multi-distillation Network Code
#17RED30SOTA
28.93
PSNR· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#18LFFN-S
28.91
PSNR· 2019-02-15
Lightweight Feature Fusion Network for Single Image Super-Resolution Code
#19LCSCNet
28.87
PSNR· 2019-09-09
LCSCNet: Linear Compressing Based Skip-Connecting Network for Image Super-Resolution Code
#20DnCNN-3
28.85
PSNR· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#21RC-Net
28.76
PSNR· 2019-10-19
Image Restoration Using Deep Regulated Convolutional Networks Code