Visual quality assessment of H.264/AVC compressed laparoscopic video

被引:3
|
作者
Kumcu, Asli [1 ]
Bombeke, Klaas [2 ]
Chen, Heng [3 ]
Jovanov, Ljubomir [1 ]
Platisa, Ljiljana [1 ]
Luong, Hiep [1 ]
Van Looy, Jan [2 ]
Van Nieuwenhove, Yves [4 ]
Schelkens, Peter [3 ]
Philips, Wilfried [1 ]
机构
[1] iMinds IPI Ghent Univ, Ghent, Belgium
[2] iMinds MICT Ghent Univ, Ghent, Belgium
[3] iMinds ETRO Vrije Univ Brussel, Brussels, Belgium
[4] Ghent Univ Hosp, Dept Gastrointestinal Surg, Ghent, Belgium
关键词
video compression; quality assessment; H.264/AVC; laparoscopy; telesurgery; telemedicine;
D O I
10.1117/12.2044336
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The digital revolution has reached hospital operating rooms, giving rise to new opportunities such as tele-surgery and tele-collaboration. Applications such as minimally invasive and robotic surgery generate large video streams that demand gigabytes of storage and transmission capacity. While lossy data compression can offer large size reduction, high compression levels may significantly reduce image quality. In this study we assess the quality of compressed laparoscopic video using a subjective evaluation study and three objective measures. Test sequences were full High-Definition videos captures of four laparoscopic surgery procedures acquired on two camera types. Raw sequences were processed with H.264/AVC IPPP-CBR at four compression levels (19.5, 5.5, 2.8, and 1.8 Mbps). 16 non-experts and 9 laparoscopic surgeons evaluated the subjective quality and suitability for surgery (surgeons only) using Single Stimulus Continuous Quality Evaluation methodology. VQM, HDR-VDP-2, and PSNR objective measures were evaluated. The results suggest that laparoscopic video may be lossy compressed approximately 30 to 100 times (19.5 to 5.5 Mbps) without sacrificing perceived image quality, potentially enabling real-time streaming of surgical procedures even over wireless networks. Surgeons were sensitive to content but had large variances in quality scores, whereas non-experts judged all scenes similarly and over-estimated the quality of some sequences. There was high correlation between surgeons' scores for quality and "suitability for surgery". The objective measures had moderate to high correlation with subjective scores, especially when analyzed separately by camera type. Future studies should evaluate surgeons' task performance to determine the clinical implications of conducting surgery with lossy compressed video.
引用
下载
收藏
页数:12
相关论文
共 50 条
  • [1] Anomaly detection in compressed H.264/AVC video
    Sovan Biswas
    R. Venkatesh Babu
    Multimedia Tools and Applications, 2015, 74 : 11099 - 11115
  • [2] Anomaly detection in compressed H.264/AVC video
    Biswas, Sovan
    Babu, R. Venkatesh
    MULTIMEDIA TOOLS AND APPLICATIONS, 2015, 74 (24) : 11099 - 11115
  • [3] Data hiding on H.264/AVC compressed video
    Kim, Sung Min
    Kim, Sang Beom
    Hong, Youpyo
    Won, Chee Sun
    IMAGE ANALYSIS AND RECOGNITION, PROCEEDINGS, 2007, 4633 : 698 - 707
  • [4] Transparent encryption techniques for H.264/AVC and H.264/SVC compressed video
    Magli, Enrico
    Grangetto, Marco
    Olmo, Gabriella
    SIGNAL PROCESSING, 2011, 91 (05) : 1103 - 1114
  • [5] QUALITY ASSESSMENT OF MPEG-4 AVC/H.264 AND HEVC COMPRESSED VIDEO IN A TELEMEDICINE CONTEXT
    Chaabouni, A.
    Lambert, J.
    Gaudeau, Y.
    Tizon, N.
    Nicholson, D.
    Moureaux, J-M
    2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 3465 - 3469
  • [6] An Overview of Information Hiding in H.264/AVC Compressed Video
    Tew, Yiqi
    Wong, KokSheik
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2014, 24 (02) : 305 - 319
  • [7] Shot change detection on H.264/AVC compressed video
    Zeng, W
    Gao, W
    2005 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), VOLS 1-6, CONFERENCE PROCEEDINGS, 2005, : 3459 - 3462
  • [8] Temporal video segmentation on H.264/AVC compressed bitstreams
    De Bruyne, Sarah
    De Neve, Wesley
    De Wolf, Koen
    De Schrijver, Davy
    Verhoeve, Piet
    Van de Walle, Rik
    ADVANCES IN MULTIMEDIA MODELING, PT 1, 2007, 4351 : 1 - 12
  • [9] Motion Consideration in H.264/AVC Compressed Video Watermarking
    Mansouri, Azadeh
    Torkamani-Azar, Farah
    Aznaveh, Ahmad Mahmoudi
    ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2009, 2009, 5879 : 877 - 886
  • [10] No-Reference Quality Assessment of H.264/AVC Encoded Video
    Brandao, Tomas
    Queluz, Maria Paula
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2010, 20 (11) : 1437 - 1447