Main page — MSU Benchmark Collection

The List of the Participants of the Super-Resolution Quality Metrics Benchmark

Name Type* Order of
Increasing Quality **		 IQA/VQA Implementation Added By Year
VQM FR Inverse VQA MSU VQMT MSU -
BI PSNR FR Default IQA MSU VQMT MSU -
PSNR FR Default IQA MSU VQMT MSU -
MSE FR Inverse IQA MSU VQMT MSU -
MSAD FR Inverse IQA MSU VQMT MSU -
3SSIM FR Default IQA MSU VQMT MSU 2003
SSIM [Paper] FR Default IQA MSU VQMT MSU 2003
MS-SSIM [Paper] FR Default IQA MSU VQMT MSU 2004
NIMA [Paper] NR Default IQA Link MSU 2018
VMAF FR Default VQA MSU VQMT MSU 2017
A-DISTS [Paper] FR Inverse IQA Link MSU 2021
DISTS [Paper] FR Inverse IQA Link MSU 2020
VSFA [Paper] NR Default VQA Link MSU 2019
Blurring NR Default IQA MSU VQMT MSU -
Blurring_delta NR Default IQA MSU VQMT MSU -
LPIPS [Paper] FR Inverse IQA Link MSU 2018
ERQA [Paper] FR Default IQA Link MSU 2021
Noise Estimation NR Default IQA MSU VQMT MSU -
Linearity [Paper] NR Default IQA Link MSU 2020
MANIQA [Paper] FR Default IQA Link MSU 2022
PaQ-2-PiQ [Paper] NR Default IQA Link MSU 2020
PieAPP [Paper] FR Inverse IQA Link MSU 2018
MDTVSFA [Paper] NR Default VQA Link MSU 2021
NIQE [Paper] NR Inverse IQA MSU VQMT MSU 2012
VILA [Paper] NR Default IQA Link MSU 2023
AHIQ [Paper] FR Default IQA Link MSU 2022
BRISQUE [Paper] NR Inverse IQA Link (Unofficial) MSU 2012
FSIM [Paper] FR Default IQA Link (Unofficial) MSU 2011
HyperIQA [Paper] NR Default IQA Link MSU 2020
DBCNN [Paper] NR Default IQA Link 1
Link 2 (Unoffcial)		 MSU 2019
VIF FR Default IQA Link (Unofficial) MSU 2006
IL-NIQE [Paper] NR Inverse IQA Link MSU 2015
ST-LPIPS [Paper] FR Inverse IQA Link MSU 2022
TReS [Paper] NR Default IQA Link 1
Link 2 (Unofficial)		 MSU 2022
MUSIQ [Paper] NR Default IQA Link 1
Link 2 (Unofficial)		 MSU 2021
TOPIQ [Paper] FR/NR Default IQA Link MSU 2023
Ma-Metric (NRQM) [Paper] NR Default IQA Link MSU 2017
PI [Paper] NR Inverse IQA Link MSU 2018

* "FR" — Full Reference, "NR" — No Reference
** "Default" means that a larger value corresponds to a better quality, "Inverse" means that a larger value corresponds to a worse quality
24 Jun 2024
See Also
PSNR and SSIM: application areas and criticism
Learn about limits and applicability of the most popular metrics
Super-Resolution for Video Compression Benchmark
Learn about the best SR methods for compressed videos and choose the best model to use with your codec
Video Colorization Benchmark
Explore the best video colorization algorithms
Defenses for Image Quality Metrics Benchmark
Explore defenses from adv attacks
Learning-Based Image Compression Benchmark
The First extensive comparison of Learned Image Compression algorithms
Super-Resolution Quality Metrics Benchmark
Discover 66 Super-Resolution Quality Metrics and choose the most appropriate for your videos
Site structure
MSU Graphics & Media Lab Video Group
2019–2022