3D on MSU Video Super Resolution Benchmark: Detail Restoration

Metric: Subjective score (higher is better)

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#	Model↕	Subjective score▼	Augmentations	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

#1VRTSOTA
7.628
Subjective score· 2022-01-28
VRT: A Video Restoration Transformer Code
#2BasicVSRSOTA
7.186
Subjective score· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#3RBPNSOTA
7.068
Subjective score· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#4DBVSR
6.947
Subjective score· 2020-03-10
Deep Blind Video Super-resolution Code
#5iSeeBetter
6.809
Subjective score· 2020-06-13
iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks Code
#6LGFN
6.505
Subjective score
No paperCode
#7DynaVSR-R
6.136
Subjective score· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#8TMNet
6
Subjective score· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#9COMISR
5.637
Subjective score· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#10RSDN
5.566
Subjective score· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#11TGA
5.529
Subjective score· 2020-07-21
Video Super-resolution with Temporal Group Attention Code
#12TDANSOTA
5.454
Subjective score· 2018-12-07
TDAN: Temporally Deformable Alignment Network for Video Super-Resolution Code
#13Real-ESRGAN
5.392
Subjective score· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#14ESRGANSOTA
5.353
Subjective score· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#15RRN-10L
5.35
Subjective score· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code
#16DUF-28L
5.324
Subjective score
No paperCode
#17RealSR
5.286
Subjective score
No paperCode
#18DUF-16L
5.124
Subjective score
No paperCode
#19D3Dnet
5.066
Subjective score· 2020-04-06
Deformable 3D Convolution for Video Super-Resolution Code
#20RRN-5L
5.02
Subjective score· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code
#21SOF-VSR-BD
4.863
Subjective score· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#22SOF-VSR-BI
4.805
Subjective score· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#23SwinIR
4.799
Subjective score· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#24DynaVSR-V
4.359
Subjective score· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#25HCFlow
4.262
Subjective score· 2021-08-11
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling Code
#26Real-ESRnet
3.697
Subjective score· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#27SRMDSOTA
3.468
Subjective score· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#28waifu2x-cunet
3.308
Subjective score
No paper
#29waifu2x-anime
2.739
Subjective score
No paper
#30GFPGAN
2.686
Subjective score· 2021-01-11
Towards Real-World Blind Face Restoration with Generative Facial Prior Code
#31ESPCNSOTA
2.099
Subjective score· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#32DFDnet
0.277
Subjective score· 2020-08-02
Blind Face Restoration via Deep Multi-scale Component Dictionaries Code