ML Research Wiki / Benchmarks / Video Super-Resolution / MSU Video Upscalers: Quality Enhancement

MSU Video Upscalers: Quality Enhancement

Video Super-Resolution Benchmark

Performance Over Time

📊 Showing 28 results | 📏 Metric: LPIPS

Top Performing Models

Rank	Model	Paper	LPIPS	Date	Code
1	VRT-Reds-L	VRT: A Video Restoration Transformer	31.01	2022-01-28	📦 jingyunliang/vrt
2	BasicVsr++RD	BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment	30.98	2021-04-27	📦 open-mmlab/mmediting 📦 ckkelvinchan/basicvsr_plusplus 📦 renyang-home/ntire22_venh_sr
3	COMISR	COMISR: Compression-Informed Video Super-Resolution	30.97	2021-05-04	📦 google-research/google-research 📦 google-research/google-research
4	SRMD	Learning a Single Convolutional Super-Resolution Network for Multiple Degradations	30.96	2017-12-17	📦 cszn/SRMD
5	RealEsrnet	Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data	30.52	2021-07-22	📦 xinntao/Real-ESRGAN 📦 sberbank-ai/real-esrgan 📦 20151001860/Real_ESRGAN_paddle
6	BSRNET	Designing a Practical Degradation Model for Deep Blind Image Super-Resolution	30.19	2021-03-25	📦 cszn/BSRGAN 📦 pilot7747/sldl 📦 kadirnar/bsrgan-pip
7	RealEsrnet-F	Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data	30.01	2021-07-22	📦 xinntao/Real-ESRGAN 📦 sberbank-ai/real-esrgan 📦 20151001860/Real_ESRGAN_paddle
8	RealBasicVSR	Investigating Tradeoffs in Real-World Video Super-Resolution	29.54	2021-11-24	📦 ckkelvinchan/realbasicvsr
9	BSRGAN	Designing a Practical Degradation Model for Deep Blind Image Super-Resolution	29.27	2021-03-25	📦 cszn/BSRGAN 📦 pilot7747/sldl 📦 kadirnar/bsrgan-pip
10	RealEsrgan	Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data	29.14	2021-07-22	📦 xinntao/Real-ESRGAN 📦 sberbank-ai/real-esrgan 📦 20151001860/Real_ESRGAN_paddle

All Papers (28)

VRT: A Video Restoration Transformer

2022

VRT-Reds-L

jingyunliang/vrt

BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment

2021

BasicVsr++RD

open-mmlab/mmediting ckkelvinchan/basicvsr_plusplus renyang-home/ntire22_venh_sr

COMISR: Compression-Informed Video Super-Resolution

2021

COMISR

google-research/google-research google-research/google-research

Learning a Single Convolutional Super-Resolution Network for Multiple Degradations

2017

SRMD

cszn/SRMD

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

2021

RealEsrnet

xinntao/Real-ESRGAN sberbank-ai/real-esrgan

Designing a Practical Degradation Model for Deep Blind Image Super-Resolution

2021

BSRNET

cszn/BSRGAN pilot7747/sldl kadirnar/bsrgan-pip

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

2021

RealEsrnet-F

xinntao/Real-ESRGAN sberbank-ai/real-esrgan

Investigating Tradeoffs in Real-World Video Super-Resolution

2021

RealBasicVSR

ckkelvinchan/realbasicvsr

Designing a Practical Degradation Model for Deep Blind Image Super-Resolution

2021

BSRGAN

cszn/BSRGAN pilot7747/sldl kadirnar/bsrgan-pip

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

2021

RealEsrgan

xinntao/Real-ESRGAN sberbank-ai/real-esrgan

SwinIR: Image Restoration Using Swin Transformer

2021

SwinIR-Real-B

XPixelGroup/BasicSR jingyunliang/swinir

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

2021

RealEsrgan-F

xinntao/Real-ESRGAN sberbank-ai/real-esrgan

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

2021

RealEsrgan-A

xinntao/Real-ESRGAN sberbank-ai/real-esrgan

SwinIR: Image Restoration Using Swin Transformer

2021

SwinIR-Real-S

XPixelGroup/BasicSR jingyunliang/swinir

iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks

2020

iSeeBetter

amanchadha/iSeeBetter

ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks

2018

ESRGAN

eriklindernoren/PyTorch-GAN xinntao/ESRGAN

Deep Blind Video Super-resolution

2020

DBVSR

csbhr/Deep-Blind-VSR cscss/DBVSR

Frame-Recurrent Video Super-Resolution

2018

FRVSR

Deep Video Super-Resolution using HR Optical Flow Estimation

2020

SOF-VSR

LongguangWang/SOF-VSR LongguangWang/SOF-VSR-Super-Resolving-Optical-Flow-for-Video-Super-Resolution-

Detail-revealing Deep Video Super-resolution

2017

SPMC

jiangsutx/SPMC_VideoSR

Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation

2016

VESPCN

Image Super-Resolution Using Deep Convolutional Networks

2014

SRCNN

nagadomi/waifu2x titu1994/Image-Super-Resolution

Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation

2018

TecoGAN

thunil/TecoGAN tom-doerr/TecoGAN

Real-Time Super-Resolution System of 4K-Video Based on Deep Learning

2021

EGVSR

Thmen/EGVSR

Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network

2016

ESPCN

alexjc/neural-enhance atriumlts/subpixel

DynaVSR: Dynamic Adaptive Blind Video Super-Resolution

2020

DynaVSR

esw0116/DynaVSR

Accurate Image Super-Resolution Using Very Deep Convolutional Networks

2015

VDSR

Lornatang/VDSR-PyTorch jshermeyer/VDSR4Geo

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

2021

RealEsrgan-V

xinntao/Real-ESRGAN sberbank-ai/real-esrgan

MSU Video Upscalers: Quality Enhancement

Performance Over Time

Edit Benchmark Results

Edit Result

Top Performing Models

All Papers (28)

VRT: A Video Restoration Transformer

BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment

COMISR: Compression-Informed Video Super-Resolution

Learning a Single Convolutional Super-Resolution Network for Multiple Degradations

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

Designing a Practical Degradation Model for Deep Blind Image Super-Resolution

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

Investigating Tradeoffs in Real-World Video Super-Resolution

Designing a Practical Degradation Model for Deep Blind Image Super-Resolution

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

SwinIR: Image Restoration Using Swin Transformer

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

SwinIR: Image Restoration Using Swin Transformer

iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks

ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks

Deep Blind Video Super-resolution

Frame-Recurrent Video Super-Resolution

Deep Video Super-Resolution using HR Optical Flow Estimation

Detail-revealing Deep Video Super-resolution

Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation

Image Super-Resolution Using Deep Convolutional Networks

Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation

Real-Time Super-Resolution System of 4K-Video Based on Deep Learning

Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network

DynaVSR: Dynamic Adaptive Blind Video Super-Resolution

Accurate Image Super-Resolution Using Very Deep Convolutional Networks

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

Model	Paper	LPIPS	Date
VRT-Reds-L	VRT: A Video Restoration Transformer	31.01	2022-01-28
BasicVsr++RD	BasicVSR++: Improving Video Super-Resolution with…	30.98	2021-04-27
COMISR	COMISR: Compression-Informed Video Super-Resoluti…	30.97	2021-05-04
SRMD	Learning a Single Convolutional Super-Resolution …	30.96	2017-12-17
RealEsrnet	Real-ESRGAN: Training Real-World Blind Super-Reso…	30.52	2021-07-22
BSRNET	Designing a Practical Degradation Model for Deep …	30.19	2021-03-25
RealEsrnet-F	Real-ESRGAN: Training Real-World Blind Super-Reso…	30.01	2021-07-22
RealBasicVSR	Investigating Tradeoffs in Real-World Video Super…	29.54	2021-11-24
BSRGAN	Designing a Practical Degradation Model for Deep …	29.27	2021-03-25
RealEsrgan	Real-ESRGAN: Training Real-World Blind Super-Reso…	29.14	2021-07-22
SwinIR-Real-B	SwinIR: Image Restoration Using Swin Transformer	28.86	2021-08-23
RealEsrgan-F	Real-ESRGAN: Training Real-World Blind Super-Reso…	28.82	2021-07-22
RealEsrgan-A	Real-ESRGAN: Training Real-World Blind Super-Reso…	28.71	2021-07-22
SwinIR-Real-S	SwinIR: Image Restoration Using Swin Transformer	28.55	2021-08-23
iSeeBetter	iSeeBetter: Spatio-temporal video super-resolutio…	27.42	2020-06-21
ESRGAN	ESRGAN: Enhanced Super-Resolution Generative Adve…	27.29	2018-09-01
DBVSR	Deep Blind Video Super-resolution	27.28	2020-03-10
FRVSR	Frame-Recurrent Video Super-Resolution	27.23	2018-01-14
SOF-VSR	Deep Video Super-Resolution using HR Optical Flow…	27.14	2020-01-06
SPMC	Detail-revealing Deep Video Super-resolution	26.99	2017-04-10
VESPCN	Real-Time Video Super-Resolution with Spatio-Temp…	26.92	2016-11-16
SRCNN	Image Super-Resolution Using Deep Convolutional N…	26.68	2014-12-31
TecoGAN	Learning Temporal Coherence via Self-Supervision …	26.60	2018-11-23
EGVSR	Real-Time Super-Resolution System of 4K-Video Bas…	26.33	2021-07-12
ESPCN	Real-Time Single Image and Video Super-Resolution…	26.25	2016-09-16
DynaVSR	DynaVSR: Dynamic Adaptive Blind Video Super-Resol…	26.12	2020-11-09
VDSR	Accurate Image Super-Resolution Using Very Deep C…	25.89	2015-11-14
RealEsrgan-V	Real-ESRGAN: Training Real-World Blind Super-Reso…	25.52	2021-07-22