16k on Set5 - 3x upscaling

Metric: PSNR (higher is better)

LeaderboardDataset

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#	Model↕	PSNR▼	Augmentations	Paper	Date↕	Code
1	HMA†	35.35	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
2	DRCT-L	35.32	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
3	HAT-L	35.28	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
4	HAT_FIR	35.21	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
5	Hi-IR-L	35.2	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
6	CPAT+	35.19	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
7	DRCT	35.18	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
8	HAT	35.16	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
9	CPAT	35.16	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
10	SwinFIR	35.15	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
11	EDT-B	35.13	Yes	On Efficient Transformer-Based Image Pre-trainin...	2021-12-19	Code
12	LTE	34.89	No	Local Texture Estimator for Implicit Representat...	2021-11-17	Code
13	DRLN+	34.86	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
14	HAN+	34.85	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
15	CSNLN	34.74	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
16	FACD	34.729	No	Feature-domain Adaptive Contrastive Distillation...	2022-11-29	-
17	ML-CrAIST	34.7	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
18	SRFBN	34.7	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
19	SwinOIR	34.69	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
20	PMRN+	34.65	No	Sequential Hierarchical Learning with Distributi...	2020-07-19	-
21	ML-CrAIST-Li	34.58	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
22	IMDN	34.36	No	Lightweight Image Super-Resolution with Informat...	2019-09-26	Code
23	AdaFM-Net	34.34	No	Modulating Image Restoration with Continual Leve...	2019-04-17	Code
24	MWCNN	34.17	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
25	LFFN-S	34.04	No	Lightweight Feature Fusion Network for Single Im...	2019-02-15	Code
26	LCSCNet	33.99	No	LCSCNet: Linear Compressing Based Skip-Connectin...	2019-09-09	Code
27	N3Net	33.84	No	Neural Nearest Neighbors Networks	2018-10-30	Code
28	RED30	33.82	No	Image Restoration Using Convolutional Auto-encod...	2016-06-29	Code
29	DnCNN-3	33.75	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code
30	RC-Net	33.43	No	Image Restoration Using Deep Regulated Convoluti...	2019-10-19	Code
31	Deep CNN Denoiser	31.26	No	Learning Deep CNN Denoiser Prior for Image Resto...	2017-04-11	Code
32	HyperRes	29.77	No	Hypernetwork-Based Adaptive Image Restoration	2022-06-13	Code

#1HMA†SOTA
35.35
PSNR· Augmentations· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#2DRCT-LSOTA
35.32
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#3HAT-LSOTA
35.28
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#4HAT_FIR
35.21
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#5Hi-IR-L
35.2
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#6CPAT+
35.19
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#7DRCT
35.18
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#8HAT
35.16
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#9CPAT
35.16
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#10SwinFIR
35.15
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#11EDT-BSOTA
35.13
PSNR· Augmentations· 2021-12-19
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Code
#12LTESOTA
34.89
PSNR· 2021-11-17
Local Texture Estimator for Implicit Representation Function Code
#13DRLN+SOTA
34.86
PSNR· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#14HAN+
34.85
PSNR· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#15CSNLN
34.74
PSNR· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#16FACD
34.729
PSNR· 2022-11-29
Feature-domain Adaptive Contrastive Distillation for Efficient Single Image Super-Resolution
#17ML-CrAIST
34.7
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#18SRFBNSOTA
34.7
PSNR· 2019-03-23
Feedback Network for Image Super-Resolution Code
#19SwinOIR
34.69
PSNR· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#20PMRN+
34.65
PSNR· 2020-07-19
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution
#21ML-CrAIST-Li
34.58
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#22IMDN
34.36
PSNR· 2019-09-26
Lightweight Image Super-Resolution with Information Multi-distillation Network Code
#23AdaFM-Net
34.34
PSNR· 2019-04-17
Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers Code
#24MWCNNSOTA
34.17
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#25LFFN-S
34.04
PSNR· 2019-02-15
Lightweight Feature Fusion Network for Single Image Super-Resolution Code
#26LCSCNet
33.99
PSNR· 2019-09-09
LCSCNet: Linear Compressing Based Skip-Connecting Network for Image Super-Resolution Code
#27N3Net
33.84
PSNR· 2018-10-30
Neural Nearest Neighbors Networks Code
#28RED30SOTA
33.82
PSNR· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections Code
#29DnCNN-3
33.75
PSNR· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code
#30RC-Net
33.43
PSNR· 2019-10-19
Image Restoration Using Deep Regulated Convolutional Networks Code
#31Deep CNN Denoiser
31.26
PSNR· 2017-04-11
Learning Deep CNN Denoiser Prior for Image Restoration Code
#32HyperRes
29.77
PSNR· 2022-06-13
Hypernetwork-Based Adaptive Image Restoration Code