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Set14 - 3x upscaling
16k on Set14 - 3x upscaling
Metric: PSNR (higher is better)
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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