16k on Set14 - 3x upscaling

Metric: PSNR (higher is better)

LeaderboardDataset

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#	Model↕	PSNR▼	Augmentations	Paper	Date↕	Code
1	Hi-IR-L	31.55	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
2	HMA†	31.47	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
3	HAT-L	31.47	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
4	HAT_FIR	31.37	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
5	HAT	31.33	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
6	SwinFIR	31.24	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
7	CPAT+	31.19	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
8	CPAT	31.15	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
9	IPT	30.85	Yes	Pre-Trained Image Processing Transformer	2020-12-01	Code
10	DRLN+	30.8	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
11	LTE	30.8	No	Local Texture Estimator for Implicit Representat...	2021-11-17	Code
12	HAN+	30.79	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
13	CSNLN	30.66	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
14	SwinOIR	30.65	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
15	ML-CrAIST	30.39	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
16	IMDN	30.32	No	Lightweight Image Super-Resolution with Informat...	2019-09-26	Code
17	ML-CrAIST-Li	30.23	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
18	MWCNN	30.16	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
19	SRFBN	30.1	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
20	LCSCNet	29.87	No	LCSCNet: Linear Compressing Based Skip-Connectin...	2019-09-09	Code
21	DnCNN-3	29.81	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
22	RED30	29.61	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
23	PMRN+	29.24	No	Sequential Hierarchical Learning with Distributi...	2020-07-19	-
24	Deep CNN Denoiser	27.72	No	Learning Deep CNN Denoiser Prior for Image Resto...	2017-04-11	Code

#1Hi-IR-LSOTA
31.55
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#2HMA†
31.47
PSNR· Augmentations· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#3HAT-LSOTA
31.47
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#4HAT_FIR
31.37
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#5HAT
31.33
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#6SwinFIR
31.24
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#7CPAT+
31.19
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#8CPAT
31.15
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#9IPTSOTA
30.85
PSNR· Augmentations· 2020-12-01
Pre-Trained Image Processing Transformer Code
#10DRLN+SOTA
30.8
PSNR· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#11LTE
30.8
PSNR· 2021-11-17
Local Texture Estimator for Implicit Representation Function Code
#12HAN+
30.79
PSNR· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#13CSNLN
30.66
PSNR· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#14SwinOIR
30.65
PSNR· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#15ML-CrAIST
30.39
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#16IMDN
30.32
PSNR· 2019-09-26
Lightweight Image Super-Resolution with Information Multi-distillation Network Code
#17ML-CrAIST-Li
30.23
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#18MWCNNSOTA
30.16
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#19SRFBN
30.1
PSNR· 2019-03-23
Feedback Network for Image Super-Resolution Code
#20LCSCNet
29.87
PSNR· 2019-09-09
LCSCNet: Linear Compressing Based Skip-Connecting Network for Image Super-Resolution Code
#21DnCNN-3SOTA
29.81
PSNR· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#22RED30SOTA
29.61
PSNR· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#23PMRN+
29.24
PSNR· 2020-07-19
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution
#24Deep CNN Denoiser
27.72
PSNR· 2017-04-11
Learning Deep CNN Denoiser Prior for Image Restoration Code