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MSU Video Super Resolution Benchmark: Detail Restoration
Super-Resolution on MSU Video Super Resolution Benchmark: Detail Restoration
Metric: Subjective score (higher is better)
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Dataset
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#
Model
↕
Subjective score
▼
Extra Data
Paper
Date
↕
Code
1
VRT
7.628
No
VRT: A Video Restoration Transformer
2022-01-28
Code
2
BasicVSR
7.186
No
BasicVSR: The Search for Essential Components in...
2020-12-03
Code
3
RBPN
7.068
No
Recurrent Back-Projection Network for Video Supe...
2019-03-25
Code
4
DBVSR
6.947
No
Deep Blind Video Super-resolution
2020-03-10
Code
5
iSeeBetter
6.809
No
iSeeBetter: Spatio-temporal video super-resoluti...
2020-06-13
Code
6
LGFN
6.505
No
-
-
Code
7
DynaVSR-R
6.136
No
DynaVSR: Dynamic Adaptive Blind Video Super-Reso...
2020-11-09
Code
8
TMNet
6
No
Temporal Modulation Network for Controllable Spa...
2021-04-21
Code
9
COMISR
5.637
No
COMISR: Compression-Informed Video Super-Resolut...
2021-05-04
Code
10
RSDN
5.566
No
Video Super-Resolution with Recurrent Structure-...
2020-08-02
Code
11
TGA
5.529
No
Video Super-resolution with Temporal Group Atten...
2020-07-21
Code
12
TDAN
5.454
No
TDAN: Temporally Deformable Alignment Network fo...
2018-12-07
Code
13
Real-ESRGAN
5.392
No
Real-ESRGAN: Training Real-World Blind Super-Res...
2021-07-22
Code
14
ESRGAN
5.353
No
ESRGAN: Enhanced Super-Resolution Generative Adv...
2018-09-01
Code
15
RRN-10L
5.35
No
Revisiting Temporal Modeling for Video Super-res...
2020-08-13
Code
16
DUF-28L
5.324
No
-
-
Code
17
RealSR
5.286
No
-
-
Code
18
DUF-16L
5.124
No
-
-
Code
19
D3Dnet
5.066
No
Deformable 3D Convolution for Video Super-Resolu...
2020-04-06
Code
20
RRN-5L
5.02
No
Revisiting Temporal Modeling for Video Super-res...
2020-08-13
Code
21
SOF-VSR-BD
4.863
No
Deep Video Super-Resolution using HR Optical Flo...
2020-01-06
Code
22
SOF-VSR-BI
4.805
No
Deep Video Super-Resolution using HR Optical Flo...
2020-01-06
Code
23
SwinIR
4.799
No
SwinIR: Image Restoration Using Swin Transformer
2021-08-23
Code
24
DynaVSR-V
4.359
No
DynaVSR: Dynamic Adaptive Blind Video Super-Reso...
2020-11-09
Code
25
HCFlow
4.262
No
Hierarchical Conditional Flow: A Unified Framewo...
2021-08-11
Code
26
Real-ESRnet
3.697
No
Real-ESRGAN: Training Real-World Blind Super-Res...
2021-07-22
Code
27
SRMD
3.468
No
Learning a Single Convolutional Super-Resolution...
2017-12-17
Code
28
waifu2x-cunet
3.308
No
-
-
-
29
waifu2x-anime
2.739
No
-
-
-
30
GFPGAN
2.686
No
Towards Real-World Blind Face Restoration with G...
2021-01-11
Code
31
ESPCN
2.099
No
Real-Time Single Image and Video Super-Resolutio...
2016-09-16
Code
32
DFDnet
0.277
No
Blind Face Restoration via Deep Multi-scale Comp...
2020-08-02
Code