2D Human Pose Estimation on MSU Video Super Resolution Benchmark: Detail Restoration

Metric: PSNR (higher is better)

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	VRT	31.669	No	VRT: A Video Restoration Transformer	2022-01-28	Code
2	BasicVSR	31.443	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
3	RBPN	31.407	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
4	LGFN	31.291	No	-	-	Code
5	iSeeBetter	31.104	No	iSeeBetter: Spatio-temporal video super-resoluti...	2020-06-13	Code
6	DBVSR	31.071	No	Deep Blind Video Super-resolution	2020-03-10	Code
7	TMNet	30.364	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
8	TDAN	30.244	No	TDAN: Temporally Deformable Alignment Network fo...	2018-12-07	Code
9	D3Dnet	29.703	No	Deformable 3D Convolution for Video Super-Resolu...	2020-04-06	Code
10	SOF-VSR-BI	29.381	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
11	DynaVSR-V	29.011	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
12	DynaVSR-R	28.377	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
13	waifu2x-cunet	27.716	No	-	-	-
14	SRMD	27.672	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
15	ESRGAN	27.33	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
16	Real-ESRnet	27.195	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
17	waifu2x-anime	27.176	No	-	-	-
18	ESPCN	26.714	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
19	COMISR	26.708	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
20	HCFlow	26.067	No	Hierarchical Conditional Flow: A Unified Framewo...	2021-08-11	Code
21	RealSR	25.989	No	-	-	Code
22	SOF-VSR-BD	25.986	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
23	DUF-28L	25.852	No	-	-	Code
24	TGA	25.786	No	Video Super-resolution with Temporal Group Atten...	2020-07-21	Code
25	RSDN	25.321	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
26	SwinIR	25.12	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
27	DFDnet	24.832	No	Blind Face Restoration via Deep Multi-scale Comp...	2020-08-02	Code
28	DUF-16L	24.606	No	-	-	Code
29	Real-ESRGAN	24.441	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
30	RRN-10L	24.252	No	Revisiting Temporal Modeling for Video Super-res...	2020-08-13	Code
31	GFPGAN	24.195	No	Towards Real-World Blind Face Restoration with G...	2021-01-11	Code
32	RRN-5L	23.786	No	Revisiting Temporal Modeling for Video Super-res...	2020-08-13	Code

#1VRTSOTA
31.669
PSNR· 2022-01-28
VRT: A Video Restoration Transformer Code
#2BasicVSRSOTA
31.443
PSNR· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#3RBPNSOTA
31.407
PSNR· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#4LGFN
31.291
PSNR
No paperCode
#5iSeeBetter
31.104
PSNR· 2020-06-13
iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks Code
#6DBVSR
31.071
PSNR· 2020-03-10
Deep Blind Video Super-resolution Code
#7TMNet
30.364
PSNR· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#8TDANSOTA
30.244
PSNR· 2018-12-07
TDAN: Temporally Deformable Alignment Network for Video Super-Resolution Code
#9D3Dnet
29.703
PSNR· 2020-04-06
Deformable 3D Convolution for Video Super-Resolution Code
#10SOF-VSR-BI
29.381
PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#11DynaVSR-V
29.011
PSNR· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#12DynaVSR-R
28.377
PSNR· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#13waifu2x-cunet
27.716
PSNR
No paper
#14SRMDSOTA
27.672
PSNR· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#15ESRGAN
27.33
PSNR· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#16Real-ESRnet
27.195
PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#17waifu2x-anime
27.176
PSNR
No paper
#18ESPCNSOTA
26.714
PSNR· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#19COMISR
26.708
PSNR· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#20HCFlow
26.067
PSNR· 2021-08-11
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling Code
#21RealSR
25.989
PSNR
No paperCode
#22SOF-VSR-BD
25.986
PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#23DUF-28L
25.852
PSNR
No paperCode
#24TGA
25.786
PSNR· 2020-07-21
Video Super-resolution with Temporal Group Attention Code
#25RSDN
25.321
PSNR· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#26SwinIR
25.12
PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#27DFDnet
24.832
PSNR· 2020-08-02
Blind Face Restoration via Deep Multi-scale Component Dictionaries Code
#28DUF-16L
24.606
PSNR
No paperCode
#29Real-ESRGAN
24.441
PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#30RRN-10L
24.252
PSNR· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code
#31GFPGAN
24.195
PSNR· 2021-01-11
Towards Real-World Blind Face Restoration with Generative Facial Prior Code
#32RRN-5L
23.786
PSNR· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code