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BSD100 - 2x upscaling
16k on BSD100 - 2x upscaling
Metric: SSIM (higher is better)
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Model name (A→Z)
#
Model
↕
SSIM
▼
Augmentations
Paper
Date
↕
Code
1
WaveMixSR-V2
0.9326
No
WaveMixSR-V2: Enhancing Super-resolution with Hi...
2024-09-16
Code
2
WaveMixSR
0.9322
No
WaveMixSR: A Resource-efficient Neural Network f...
2023-07-01
Code
3
Hi-IR-L
0.9092
No
Hierarchical Information Flow for Generalized Ef...
2024-11-27
-
4
DRCT-L
0.9078
No
DRCT: Saving Image Super-resolution away from In...
2024-03-31
Code
5
HMA†
0.9071
Yes
HMANet: Hybrid Multi-Axis Aggregation Network fo...
2024-05-08
Code
6
DRCT
0.9071
No
DRCT: Saving Image Super-resolution away from In...
2024-03-31
Code
7
HAT-L
0.9066
No
Activating More Pixels in Image Super-Resolution...
2022-05-09
Code
8
HAT
0.906
No
Activating More Pixels in Image Super-Resolution...
2022-05-09
Code
9
CPAT+
0.9058
No
Channel-Partitioned Windowed Attention And Frequ...
2024-07-23
-
10
CPAT
0.9056
No
Channel-Partitioned Windowed Attention And Frequ...
2024-07-23
-
11
SwinFIR
0.9054
No
SwinFIR: Revisiting the SwinIR with Fast Fourier...
2022-08-24
Code
12
DRLN+
0.9032
No
Densely Residual Laplacian Super-Resolution
2019-06-28
Code
13
CSNLN
0.9024
No
Image Super-Resolution with Cross-Scale Non-Loca...
2020-06-02
Code
14
SwinOIR
0.9022
No
Resolution Enhancement Processing on Low Quality...
2023-03-16
Code
15
HBPN
0.902
No
Hierarchical Back Projection Network for Image S...
2019-06-17
Code
16
RED30
0.8974
No
Image Restoration Using Convolutional Auto-encod...
2016-06-29
Code
17
HAN+
0.8431
No
Single Image Super-Resolution via a Holistic Att...
2020-08-20
Code
#1
WaveMixSR-V2
SOTA
0.9326
SSIM
· 2024-09-16
WaveMixSR-V2: Enhancing Super-resolution with Higher Efficiency
Code
#2
WaveMixSR
SOTA
0.9322
SSIM
· 2023-07-01
WaveMixSR: A Resource-efficient Neural Network for Image Super-resolution
Code
#3
Hi-IR-L
0.9092
SSIM
· 2024-11-27
Hierarchical Information Flow for Generalized Efficient Image Restoration
#4
DRCT-L
0.9078
SSIM
· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck
Code
#5
HMA†
0.9071
SSIM
· Augmentations
· 2024-05-08
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution
Code
#6
DRCT
0.9071
SSIM
· 2024-03-31
DRCT: Saving Image Super-resolution away from Information Bottleneck
Code
#7
HAT-L
SOTA
0.9066
SSIM
· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer
Code
#8
HAT
0.906
SSIM
· 2022-05-09
Activating More Pixels in Image Super-Resolution Transformer
Code
#9
CPAT+
0.9058
SSIM
· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#10
CPAT
0.9056
SSIM
· 2024-07-23
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution
#11
SwinFIR
0.9054
SSIM
· 2022-08-24
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution
Code
#12
DRLN+
SOTA
0.9032
SSIM
· 2019-06-28
Densely Residual Laplacian Super-Resolution
Code
#13
CSNLN
0.9024
SSIM
· 2020-06-02
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining
Code
#14
SwinOIR
0.9022
SSIM
· 2023-03-16
Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy
Code
#15
HBPN
SOTA
0.902
SSIM
· 2019-06-17
Hierarchical Back Projection Network for Image Super-Resolution
Code
#16
RED30
SOTA
0.8974
SSIM
· 2016-06-29
Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections
Code
#17
HAN+
0.8431
SSIM
· 2020-08-20
Single Image Super-Resolution via a Holistic Attention Network
Code