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Set14 - 2x upscaling
Super-Resolution on Set14 - 2x upscaling
Metric: PSNR (higher is better)
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#
Model
↕
PSNR
▼
Extra Data
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