No-reference video quality metric based on artifact measurements

被引:0
|
作者
Farias, MCQ [1 ]
Mitra, SK [1 ]
机构
[1] Univ Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we present a no-reference video quality metric based on individual measurements of three artifacts: blockiness, blurriness, and noisiness. The set of artifact metrics (physical strength measurements) was designed to be simple enough to be used in real-time applications. The metrics are tested using a proposed procedure that uses synthetic artifacts and subjective data obtained from previous experiments. The technique has the advantage of allowing us to test each metric on videos which contain only the desired artifact signal or a combination of artifact signals. Models for the overall annoyance based on a combination of the artifact metrics using both a Minkowski metric and a linear model are developed. Both models present a very good correlation with the data and show no statistical difference in their performances.
引用
收藏
页码:3593 / 3596
页数:4
相关论文
共 50 条
  • [1] No-reference artifacts measurements based video quality metric
    Vranjes, Mario
    Bajcinovci, Viliams
    Grbic, Ratko
    Vajak, Denis
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2019, 78 : 345 - 358
  • [2] A No-Reference Video Quality Assessment Metric Based On ROI
    Jia, Lixiu
    Zhong, Xuefei
    Tu, Yan
    Niu, Wenjuan
    IMAGE QUALITY AND SYSTEM PERFORMANCE XII, 2015, 9396
  • [3] A NO-REFERENCE AUTOENCODER VIDEO QUALITY METRIC
    Martinez, Helard B.
    Farias, Mylene C. Q.
    Hines, Andrew
    2019 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2019, : 1755 - 1759
  • [4] No-reference blocking artifact metric for B-DCT video
    Yang F.-Z.
    Wan S.
    Chang Y.-L.
    Luo Z.
    Journal of Zhejiang University-SCIENCE A, 2006, 7 (Suppl 1): : 95 - 100
  • [6] ANN based Measurement for No-Reference Video Quality of Experience Metric
    Ajrash, Amal Sufiuh
    Ghani, Rana Fareed
    Al-Jobouri, Laith
    2019 11TH COMPUTER SCIENCE AND ELECTRONIC ENGINEERING (CEEC), 2019, : 128 - 133
  • [7] HYBRID NO-REFERENCE VIDEO QUALITY METRIC BASED ON MULTIWAY PLSR
    Keimel, Christian
    Habigt, Julian
    Diepold, Klaus
    2012 PROCEEDINGS OF THE 20TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2012, : 1244 - 1248
  • [8] No-reference quality metric for degraded and enhanced video
    Caviedes, JE
    Oberti, F
    VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2003, PTS 1-3, 2003, 5150 : 621 - 632
  • [9] No-Reference Video Quality Assessment Based on Artifact Measurement and Statistical Analysis
    Zhu, Kongfeng
    Li, Chengqing
    Asari, Vijayan
    Saupe, Dietmar
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2015, 25 (04) : 533 - 546
  • [10] A No-Reference Image and Video Visual Quality Metric Based on Machine Learning
    Frantc, Vladimir
    Voronin, Viacheslav
    Semenishchev, Evgenii
    Minkin, Maxim
    Delov, Aliy
    TENTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2017), 2018, 10696