Image Super-Resolution on Urban100 - 2x upscaling

Metric: PSNR (higher is better)

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	HMA†	35.24	Yes	HMANet: Hybrid Multi-Axis Aggregation Network fo...	2024-05-08	Code
2	DRCT-L	35.17	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
3	Hi-IR-L	35.16	No	Hierarchical Information Flow for Generalized Ef...	2024-11-27	-
4	HAT-L	35.09	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
5	HAT_FIR	34.94	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
6	CPAT+	34.89	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
7	HAT	34.81	No	Activating More Pixels in Image Super-Resolution...	2022-05-09	Code
8	CPAT	34.76	No	Channel-Partitioned Windowed Attention And Frequ...	2024-07-23	-
9	SwinFIR	34.57	No	SwinFIR: Revisiting the SwinIR with Fast Fourier...	2022-08-24	Code
10	DRCT	34.54	No	DRCT: Saving Image Super-resolution away from In...	2024-03-31	Code
11	DRLN+	33.54	No	Densely Residual Laplacian Super-Resolution	2019-06-28	Code
12	HAN+	33.53	No	Single Image Super-Resolution via a Holistic Att...	2020-08-20	Code
13	LTE	33.5	No	Local Texture Estimator for Implicit Representat...	2021-11-17	Code
14	CSNLN	33.25	No	Image Super-Resolution with Cross-Scale Non-Loca...	2020-06-02	Code
15	HBPN	33.12	No	Hierarchical Back Projection Network for Image S...	2019-06-17	Code
16	ML-CrAIST	33.04	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
17	ML-CrAIST-Li	32.93	No	ML-CrAIST: Multi-scale Low-high Frequency Inform...	2024-08-19	Code
18	DBPN-RES-MR64-3	32.92	No	Deep Back-Projection Networks for Single Image S...	2019-04-04	Code
19	FACD	32.878	No	Feature-domain Adaptive Contrastive Distillation...	2022-11-29	-
20	SwinOIR	32.83	No	Resolution Enhancement Processing on Low Quality...	2023-03-16	Code
21	PMRN+	32.78	No	Sequential Hierarchical Learning with Distributi...	2020-07-19	-
22	SRFBN	32.62	No	Feedback Network for Image Super-Resolution	2019-03-23	Code
23	MWCNN	32.3	No	Multi-level Wavelet-CNN for Image Restoration	2018-05-18	Code
24	IMDN	32.17	No	Lightweight Image Super-Resolution with Informat...	2019-09-26	Code
25	SPBP-L+	32.07	No	Sub-Pixel Back-Projection Network For Lightweigh...	2020-08-03	Code
26	FALSR-A	31.93	No	Fast, Accurate and Lightweight Super-Resolution ...	2019-01-22	Code
27	VDSR [[Kim et al.2016a]]	30.76	No	Accurate Image Super-Resolution Using Very Deep ...	2015-11-14	Code
28	DRCN [[Kim et al.2016b]]	30.75	No	Deeply-Recursive Convolutional Network for Image...	2015-11-14	Code
29	DnCNN-3	30.74	No	Beyond a Gaussian Denoiser: Residual Learning of...	2016-08-13	Code

#1HMA†SOTA
35.24
PSNR· Extra Data· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution Code
#2DRCT-LSOTA
35.17
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#3Hi-IR-L
35.16
PSNR· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#4HAT-LSOTA
35.09
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#5HAT_FIR
34.94
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#6CPAT+
34.89
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#7HAT
34.81
PSNR· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer Code
#8CPAT
34.76
PSNR· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#9SwinFIR
34.57
PSNR· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution Code
#10DRCT
34.54
PSNR· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck Code
#11DRLN+SOTA
33.54
PSNR· 2019-06-28
Densely Residual Laplacian Super-Resolution Code
#12HAN+
33.53
PSNR· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network Code
#13LTE
33.5
PSNR· 2021-11-17
Local Texture Estimator for Implicit Representation Function Code
#14CSNLN
33.25
PSNR· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining Code
#15HBPNSOTA
33.12
PSNR· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution Code
#16ML-CrAIST
33.04
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#17ML-CrAIST-Li
32.93
PSNR· 2024-08-19
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer Code
#18DBPN-RES-MR64-3SOTA
32.92
PSNR· 2019-04-04
Deep Back-Projection Networks for Single Image Super-resolution Code
#19FACD
32.878
PSNR· 2022-11-29
Feature-domain Adaptive Contrastive Distillation for Efficient Single Image Super-Resolution
#20SwinOIR
32.83
PSNR· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy Code
#21PMRN+
32.78
PSNR· 2020-07-19
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution
#22SRFBNSOTA
32.62
PSNR· 2019-03-23
Feedback Network for Image Super-Resolution Code
#23MWCNNSOTA
32.3
PSNR· 2018-05-18
Multi-level Wavelet-CNN for Image Restoration Code
#24IMDN
32.17
PSNR· 2019-09-26
Lightweight Image Super-Resolution with Information Multi-distillation Network Code
#25SPBP-L+
32.07
PSNR· 2020-08-03
Sub-Pixel Back-Projection Network For Lightweight Single Image Super-Resolution Code
#26FALSR-A
31.93
PSNR· 2019-01-22
Fast, Accurate and Lightweight Super-Resolution with Neural Architecture Search Code
#27VDSR [[Kim et al.2016a]]SOTA
30.76
PSNR· 2015-11-14
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Code
#28DRCN [[Kim et al.2016b]]
30.75
PSNR· 2015-11-14
Deeply-Recursive Convolutional Network for Image Super-Resolution Code
#29DnCNN-3
30.74
PSNR· 2016-08-13
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Code