3D on MSU Video Super Resolution Benchmark: Detail Restoration

Metric: FPS (higher is better)

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#	Model↕	FPS▼	Augmentations	Paper	Date↕	Code
1	SRMD	5.882	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
2	ESPCN	3.333	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
3	waifu2x-anime	3.125	No	-	-	-
4	VRT	2.778	No	VRT: A Video Restoration Transformer	2022-01-28	Code
5	RRN-5L	2.74	No	Revisiting Temporal Modeling for Video Super-res...	2020-08-13	Code
6	RRN-10L	2.567	No	Revisiting Temporal Modeling for Video Super-res...	2020-08-13	Code
7	BasicVSR	2.128	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
8	RSDN	1.961	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
9	COMISR	1.613	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
10	GFPGAN	1.562	No	Towards Real-World Blind Face Restoration with G...	2021-01-11	Code
11	waifu2x-cunet	1.282	No	-	-	-
12	TMNet	1.136	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
13	Real-ESRnet	1.019	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
14	Real-ESRGAN	1.01	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
15	ESRGAN	1.004	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
16	DFDnet	0.909	No	Blind Face Restoration via Deep Multi-scale Comp...	2020-08-02	Code
17	TGA	0.706	No	Video Super-resolution with Temporal Group Atten...	2020-07-21	Code
18	SOF-VSR-BD	0.699	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
19	LGFN	0.667	No	-	-	Code
20	DUF-16L	0.605	No	-	-	Code
21	SOF-VSR-BI	0.571	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
22	TDAN	0.493	No	TDAN: Temporally Deformable Alignment Network fo...	2018-12-07	Code
23	DUF-28L	0.418	No	-	-	Code
24	SwinIR	0.407	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
25	RealSR	0.352	No	-	-	Code
26	DBVSR	0.241	No	Deep Blind Video Super-resolution	2020-03-10	Code
27	DynaVSR-R	0.177	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
28	DynaVSR-V	0.15	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
29	HCFlow	0.066	No	Hierarchical Conditional Flow: A Unified Framewo...	2021-08-11	Code
30	iSeeBetter	0.045	No	iSeeBetter: Spatio-temporal video super-resoluti...	2020-06-13	Code
31	RBPN	0.043	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
32	D3Dnet	0.041	No	Deformable 3D Convolution for Video Super-Resolu...	2020-04-06	Code

#1SRMDSOTA
5.882
FPS· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#2ESPCNSOTA
3.333
FPS· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#3waifu2x-anime
3.125
FPS
No paper
#4VRT
2.778
FPS· 2022-01-28
VRT: A Video Restoration Transformer Code
#5RRN-5L
2.74
FPS· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code
#6RRN-10L
2.567
FPS· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code
#7BasicVSR
2.128
FPS· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#8RSDN
1.961
FPS· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#9COMISR
1.613
FPS· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#10GFPGAN
1.562
FPS· 2021-01-11
Towards Real-World Blind Face Restoration with Generative Facial Prior Code
#11waifu2x-cunet
1.282
FPS
No paper
#12TMNet
1.136
FPS· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#13Real-ESRnet
1.019
FPS· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#14Real-ESRGAN
1.01
FPS· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#15ESRGAN
1.004
FPS· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#16DFDnet
0.909
FPS· 2020-08-02
Blind Face Restoration via Deep Multi-scale Component Dictionaries Code
#17TGA
0.706
FPS· 2020-07-21
Video Super-resolution with Temporal Group Attention Code
#18SOF-VSR-BD
0.699
FPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#19LGFN
0.667
FPS
No paperCode
#20DUF-16L
0.605
FPS
No paperCode
#21SOF-VSR-BI
0.571
FPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#22TDAN
0.493
FPS· 2018-12-07
TDAN: Temporally Deformable Alignment Network for Video Super-Resolution Code
#23DUF-28L
0.418
FPS
No paperCode
#24SwinIR
0.407
FPS· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#25RealSR
0.352
FPS
No paperCode
#26DBVSR
0.241
FPS· 2020-03-10
Deep Blind Video Super-resolution Code
#27DynaVSR-R
0.177
FPS· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#28DynaVSR-V
0.15
FPS· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#29HCFlow
0.066
FPS· 2021-08-11
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling Code
#30iSeeBetter
0.045
FPS· 2020-06-13
iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks Code
#31RBPN
0.043
FPS· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#32D3Dnet
0.041
FPS· 2020-04-06
Deformable 3D Convolution for Video Super-Resolution Code