video-super-resolution-on-msu-vsr-benchmark

Pose Estimation3D Human Pose Estimation3D Absolute Human Pose Estimation3D Face AnimationVideo Super-Resolution

Results over time

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Leaderboard

Paper	Code	Subjective score	ERQAv1.0	1 - LPIPS	SSIM	QRCRv1.0	PSNR	FPS	ModelName	ReleaseDate
VRT: A Video Restoration Transformer	✓ Link	7.628	0.758	0.929	0.902	0.722	31.669	2.778	VRT	2022-01-28
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond	✓ Link	7.186	0.75	0.934	0.9	0.709	31.443	2.128	BasicVSR	2020-12-03
Recurrent Back-Projection Network for Video Super-Resolution	✓ Link	7.068	0.746	0.74	0.899	0.629	31.407	0.043	RBPN	2019-03-25
Deep Blind Video Super-resolution	✓ Link	6.947	0.737	0.921	0.894	0.629	31.071	0.241	DBVSR	2020-03-10
iSeeBetter: Spatio-Temporal Video Super Resolution using Recurrent-Generative Back-Projection Networks	✓ Link	6.809	0.748	0.741	0.896	0.629	31.104	0.045	iSeeBetter	2020-06-21
Local-Global Fusion Network for Video Super-Resolution	✓ Link	6.505	0.74	0.903	0.898	0.629	31.291	0.667	LGFN	2020-09-22
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution	✓ Link	6.136	0.709	0.884	0.865	0.557	28.377	0.177	DynaVSR-R	2020-11-09
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution	✓ Link	6	0.712	0.931	0.885	0.549	30.364	1.136	TMNet	2021-04-21
COMISR: Compression-Informed Video Super-Resolution	✓ Link	5.637	0.654	0.879	0.84	0.619	26.708	1.613	COMISR	2021-05-04
Video Super-Resolution with Recurrent Structure-Detail Network	✓ Link	5.566	0.667	0.819	0.826	0.619	25.321	1.961	RSDN	2020-08-02
Video Super-resolution with Temporal Group Attention	✓ Link	5.529	0.669	0.859	0.831	0.549	25.786	0.706	TGA	2020-07-21
TDAN: Temporally Deformable Alignment Network for Video Super-Resolution	✓ Link	5.454	0.706	0.721	0.883	0.609	30.244	0.493	TDAN	2018-12-07
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data	✓ Link	5.392	0.663	0.895	0.774	0	24.441	1.01	Real-ESRGAN	2021-07-22
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks	✓ Link	5.353	0.735	0.948	0.808	0	27.33	1.004	ESRGAN	2018-09-01
Revisiting Temporal Modeling for Video Super-resolution	✓ Link	5.35	0.627	0.842	0.79	0.557	24.252	2.567	RRN-10L	2020-08-13
Deep Video Super-Resolution Network Using Dynamic Upsampling Filters Without Explicit Motion Compensation	✓ Link	5.324	0.645	0.87	0.83	0.549	25.852	0.418	DUF-28L	2018-06-01
Real-World Super-Resolution via Kernel Estimation and Noise Injection	✓ Link	5.286	0.69	0.911	0.767	0	25.989	0.352	RealSR	2020-06-19
Deep Video Super-Resolution Network Using Dynamic Upsampling Filters Without Explicit Motion Compensation	✓ Link	5.124	0.641	0.868	0.828	0.549	24.606	0.605	DUF-16L	2018-06-01
Deformable 3D Convolution for Video Super-Resolution	✓ Link	5.066	0.674	0.915	0.876	0.549	29.703	0.041	D3Dnet	2020-04-06
Revisiting Temporal Modeling for Video Super-resolution	✓ Link	5.02	0.617	0.856	0.789	0.549	23.786	2.74	RRN-5L	2020-08-13
Deep Video Super-Resolution using HR Optical Flow Estimation	✓ Link	4.863	0.647	0.895	0.831	0.557	25.986	0.699	SOF-VSR-BD	2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation	✓ Link	4.805	0.66	0.904	0.872	0.557	29.381	0.571	SOF-VSR-BI	2020-01-06
SwinIR: Image Restoration Using Swin Transformer	✓ Link	4.799	0.618	0.895	0.782	0	25.12	0.407	SwinIR	2021-08-23
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution	✓ Link	4.359	0.643	0.859	0.864	0.549	29.011	0.15	DynaVSR-V	2020-11-09
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling	✓ Link	4.262	0.713	0.923	0.791	0	26.067	0.066	HCFlow	2021-08-11
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data	✓ Link	3.697	0.598	0.871	0.824	0	27.195	1.019	Real-ESRnet	2021-07-22
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations	✓ Link	3.468	0.594	0.877	0.834	0	27.672	5.882	SRMD	2017-12-17
[]()		3.308	0.6	0.861	0.838	0	27.716	1.282	waifu2x-cunet
[]()		2.739	0.57	0.856	0.819	0	27.176	3.125	waifu2x-anime
Towards Real-World Blind Face Restoration with Generative Facial Prior	✓ Link	2.686	0.538	0.793	0.745	0	24.195	1.562	GFPGAN	2021-01-11
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network	✓ Link	2.099	0.521	0.765	0.811	0	26.714	3.333	ESPCN	2016-09-16
Blind Face Restoration via Deep Multi-scale Component Dictionaries	✓ Link	0.277	0.339	0.623	0.759	0	24.832	0.909	DFDnet	2020-08-02

OpenCodePapers

video-super-resolution-on-msu-vsr-benchmark