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Image Super-Resolution
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Manga109 - 4x upscaling
Image Super-Resolution on Manga109 - 4x upscaling
Metric: PSNR (higher is better)
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#
Model
↕
PSNR
▼
Extra Data
Paper
Date
↕
Code
1
HMA†
33.19
Yes
HMANet: Hybrid Multi-Axis Aggregation Network fo...
2024-05-08
Code
2
DRCT-L
33.14
No
DRCT: Saving Image Super-resolution away from In...
2024-03-31
Code
3
Hi-IR-L
33.13
No
Hierarchical Information Flow for Generalized Ef...
2024-11-27
-
4
HAT-L
33.09
No
Activating More Pixels in Image Super-Resolution...
2022-05-09
Code
5
HAT_FIR
33.03
No
SwinFIR: Revisiting the SwinIR with Fast Fourier...
2022-08-24
Code
6
DRCT
32.96
No
DRCT: Saving Image Super-resolution away from In...
2024-03-31
Code
7
HAT
32.87
No
Activating More Pixels in Image Super-Resolution...
2022-05-09
Code
8
CPAT+
32.85
No
Channel-Partitioned Windowed Attention And Frequ...
2024-07-23
-
9
SwinFIR
32.83
No
SwinFIR: Revisiting the SwinIR with Fast Fourier...
2022-08-24
Code
10
RGT+
32.68
No
Recursive Generalization Transformer for Image S...
2023-03-11
Code
11
DAT+
32.67
No
Dual Aggregation Transformer for Image Super-Res...
2023-08-07
Code
12
MaIR+
32.66
No
MaIR: A Locality- and Continuity-Preserving Mamb...
2024-12-28
Code
13
PFT
32.63
No
Progressive Focused Transformer for Single Image...
2025-03-26
Code
14
DAT
32.51
No
Dual Aggregation Transformer for Image Super-Res...
2023-08-07
Code
15
RGT
32.5
No
Recursive Generalization Transformer for Image S...
2023-03-11
Code
16
MaIR
32.46
No
MaIR: A Locality- and Continuity-Preserving Mamb...
2024-12-28
Code
17
SwinIR
32.22
No
SwinIR: Image Restoration Using Swin Transformer
2021-08-23
Code
18
ABPN
31.79
No
Image Super-Resolution via Attention based Back ...
2019-10-10
Code
19
DRLN+
31.78
No
Densely Residual Laplacian Super-Resolution
2019-06-28
Code
20
+SPN
31.75
No
Learning from History: Task-agnostic Model Contr...
2023-09-12
Code
21
DBPN-RES-MR64-3
31.74
No
Deep Back-Projection Networks for Single Image S...
2019-04-04
Code
22
HAN+
31.73
No
Single Image Super-Resolution via a Holistic Att...
2020-08-20
Code
23
ELAN
31.68
No
Efficient Long-Range Attention Network for Image...
2022-03-13
Code
24
SAN
31.66
No
-
-
Code
25
SRGAN + Residual-in-Residual Dense Block
31.66
No
ESRGAN: Enhanced Super-Resolution Generative Adv...
2018-09-01
Code
26
RFN
31.59
No
Progressive Perception-Oriented Network for Sing...
2019-07-24
Code
27
HBPN
31.57
No
Hierarchical Back Projection Network for Image S...
2019-06-17
Code
28
CSNLN
31.43
No
Image Super-Resolution with Cross-Scale Non-Loca...
2020-06-02
Code
29
RFANET
31.41
No
-
-
-
30
GMFN
31.24
No
Gated Multiple Feedback Network for Image Super-...
2019-07-09
Code
31
RCAN
31.22
No
Image Super-Resolution Using Very Deep Residual ...
2018-07-08
Code
32
ML-CrAIST
31.17
No
ML-CrAIST: Multi-scale Low-high Frequency Inform...
2024-08-19
Code
33
SRFBN
31.15
No
Feedback Network for Image Super-Resolution
2019-03-23
Code
34
ML-CrAIST-Li
31.11
No
ML-CrAIST: Multi-scale Low-high Frequency Inform...
2024-08-19
Code
35
PMRN+
31.07
No
Sequential Hierarchical Learning with Distributi...
2020-07-19
-
36
EDSR
31.02
No
Enhanced Deep Residual Networks for Single Image...
2017-07-10
Code
37
RDN
31
No
Residual Dense Network for Image Super-Resolution
2018-02-24
Code
38
CFSR
30.72
No
Transforming Image Super-Resolution: A ConvForme...
2024-01-11
Code
39
IMDN
30.45
No
Lightweight Image Super-Resolution with Informat...
2019-09-26
Code
40
CARN
30.4
No
Fast, Accurate, and Lightweight Super-Resolution...
2018-03-23
Code
41
AESOP
30.061
No
Auto-Encoded Supervision for Perceptual Image Su...
2024-11-28
Code
42
LFFN-S
29.76
No
Lightweight Feature Fusion Network for Single Im...
2019-02-15
Code
43
MemNet
29.42
No
MemNet: A Persistent Memory Network for Image Re...
2017-08-07
Code
44
VDSR
28.83
No
Accurate Image Super-Resolution Using Very Deep ...
2015-11-14
Code
45
SROOE
28.08
No
Perception-Oriented Single Image Super-Resolutio...
2022-11-24
Code
46
FSRCNN
27.9
No
Accelerating the Super-Resolution Convolutional ...
2016-08-01
Code
47
SRCNN
27.58
No
Image Super-Resolution Using Deep Convolutional ...
2014-12-31
Code
48
bicubic
24.89
No
ESRGAN: Enhanced Super-Resolution Generative Adv...
2018-09-01
Code