Video Super-Resolution on MSU Video Upscalers: Quality Enhancement

Metric: VMAF (higher is better)

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#	Model↕	VMAF▼	Extra Data	Paper	Date↕	Code
1	TecoGAN	61.2	No	Learning Temporal Coherence via Self-Supervision...	2018-11-23	Code
2	EGVSR	60.39	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
3	iSeeBetter	57.91	No	iSeeBetter: Spatio-temporal video super-resoluti...	2020-06-13	Code
4	LGFN	57.79	No	-	-	Code
5	DBVSR	57.39	No	Deep Blind Video Super-resolution	2020-03-10	Code
6	FRVSR	57.14	No	Frame-Recurrent Video Super-Resolution	2018-01-14	-
7	DynaVSR	56.86	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
8	ESRGAN	56.69	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
9	SOF-VSR	56.45	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
10	DRRN	55.45	No	-	-	Code
11	VESPCN	53.96	No	Real-Time Video Super-Resolution with Spatio-Tem...	2016-11-16	-
12	SPMC	51.96	No	Detail-revealing Deep Video Super-resolution	2017-04-10	Code
13	SRCNN	51.21	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
14	ESPCN	47.19	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
15	VDSR	36.46	No	Accurate Image Super-Resolution Using Very Deep ...	2015-11-14	Code

#1TecoGANSOTA
61.2
VMAF· 2018-11-23
Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation Code
#2EGVSR
60.39
VMAF· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#3iSeeBetter
57.91
VMAF· 2020-06-13
iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks Code
#4LGFN
57.79
VMAF
No paperCode
#5DBVSR
57.39
VMAF· 2020-03-10
Deep Blind Video Super-resolution Code
#6FRVSRSOTA
57.14
VMAF· 2018-01-14
Frame-Recurrent Video Super-Resolution
#7DynaVSR
56.86
VMAF· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#8ESRGAN
56.69
VMAF· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#9SOF-VSR
56.45
VMAF· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#10DRRN
55.45
VMAF
No paperCode
#11VESPCNSOTA
53.96
VMAF· 2016-11-16
Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation
#12SPMC
51.96
VMAF· 2017-04-10
Detail-revealing Deep Video Super-resolution Code
#13SRCNNSOTA
51.21
VMAF· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#14ESPCN
47.19
VMAF· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#15VDSR
36.46
VMAF· 2015-11-14
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Code