activity
20202022
most citedImage Quality Assessment using Contrastive Learning

281 citations · 423 across the 8 of their papers we have counts for

collaborators

8 papers

eess.IV2022★ 2 cited

CONVIQT: Contrastive Video Quality Estimator

Pavan C. Madhusudana, Neil Birkbeck, Yilin Wang +2

Perceptual video quality assessment (VQA) is an integral component of many streaming and video sharing platforms. Here we consider the problem of learning perceptually relevant vid…

eess.IV2022★ 2 cited

Making Video Quality Assessment Models Sensitive to Frame Rate Distortions

Pavan C. Madhusudana, Neil Birkbeck, Yilin Wang +2

We consider the problem of capturing distortions arising from changes in frame rate as part of Video Quality Assessment (VQA). Variable frame rate (VFR) videos have become much mor…

eess.IV2022★ 6 cited

FAVER: Blind Quality Prediction of Variable Frame Rate Videos

Qi Zheng, Zhengzhong Tu, Pavan C. Madhusudana +3

Video quality assessment (VQA) remains an important and challenging problem that affects many applications at the widest scales. Recent advances in mobile devices and cloud computi…

cs.CV2021★ 281 cited

Image Quality Assessment using Contrastive Learning

Pavan C. Madhusudana, Neil Birkbeck, Yilin Wang +2

We consider the problem of obtaining image quality representations in a self-supervised manner. We use prediction of distortion type and degree as an auxiliary task to learn featur…

cs.MM2021★ 5 cited

High Frame Rate Video Quality Assessment using VMAF and Entropic Differences

Pavan C Madhusudana, Neil Birkbeck, Yilin Wang +2

The popularity of streaming videos with live, high-action content has led to an increased interest in High Frame Rate (HFR) videos. In this work we address the problem of frame rat…

cs.MM2020★ 46 cited

ST-GREED: Space-Time Generalized Entropic Differences for Frame Rate Dependent Video Quality Prediction

Pavan C. Madhusudana, Neil Birkbeck, Yilin Wang +2

We consider the problem of conducting frame rate dependent video quality assessment (VQA) on videos of diverse frame rates, including high frame rate (HFR) videos. More generally,…

cs.MM2020★ 66 cited

Subjective and Objective Quality Assessment of High Frame Rate Videos

Pavan C. Madhusudana, Xiangxu Yu, Neil Birkbeck +3

High frame rate (HFR) videos are becoming increasingly common with the tremendous popularity of live, high-action streaming content such as sports. Although HFR contents are genera…

cs.MM2020★ 15 cited

Capturing Video Frame Rate Variations via Entropic Differencing

Pavan C. Madhusudana, Neil Birkbeck, Yilin Wang +2

High frame rate videos are increasingly getting popular in recent years, driven by the strong requirements of the entertainment and streaming industries to provide high quality of…