Automatic Real-Time Video Matting Using Time-of-Flight Camera and Multichannel Poisson Equations

被引:0
|
作者
Liang Wang
Minglun Gong
Chenxi Zhang
Ruigang Yang
Cha Zhang
Yee-Hong Yang
机构
[1] University of Kentucky,Department of Computer Science
[2] Memorial University of Newfoundland,Department of Computer Science
[3] Microsoft Research,Department of Computing Science
[4] University of Alberta,undefined
关键词
Bilayer segmentation; Video matting; Time-of-flight camera;
D O I
暂无
中图分类号
学科分类号
摘要
This paper presents an automatic real-time video matting system. The proposed system consists of two novel components. In order to automatically generate trimaps for live videos, we advocate a Time-of-Flight (TOF) camera-based approach to video bilayer segmentation. Our algorithm combines color and depth cues in a probabilistic fusion framework. The scene depth information returned by the TOF camera is less sensitive to environment changes, which makes our method robust to illumination variation, dynamic background and camera motion. For the second step, we perform alpha matting based on the segmentation result. Our matting algorithm uses a set of novel Poisson equations that are derived for handling multichannel color vectors, as well as the depth information captured. Real-time processing speed is achieved through optimizing the algorithm for parallel processing on graphics hardware. We demonstrate the effectiveness of our matting system on an extensive set of experimental results.
引用
收藏
页码:104 / 121
页数:17
相关论文
共 50 条
  • [31] CONSIDERATIONS FOR AUTOMATIC REAL-TIME FLIGHT DETERMINATIONS
    BROWN, EB
    [J]. JOURNAL OF THE SMPTE-SOCIETY OF MOTION PICTURE AND TELEVISION ENGINEERS, 1960, 69 (03): : 172 - 175
  • [32] Automatic Identification of Large Fragments in a Pile of Broken Rock Using a Time-of-Flight Camera
    McKinnon, Christopher
    Marshall, Joshua A.
    [J]. IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2014, 11 (03) : 935 - 942
  • [33] Real-Time Automatic Chroma-Key Matting Using Perceptual Analysis and Prediction
    Yin, Ling
    Zhao, Jiying
    [J]. 2014 IEEE 27TH CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2014,
  • [34] Classification of materials using a pulsed time-of-flight camera
    Shinan Lang
    Jizhong Zhang
    Yiheng Cai
    Xiaoqing Zhu
    Qiang Wu
    [J]. Machine Vision and Applications, 2021, 32
  • [35] MEASUREMENT AND ANALYSIS OF GAIT BY USING A TIME-OF-FLIGHT CAMERA
    Altuntas, C.
    Turkmen, F.
    Ucar, A.
    Akgul, Y. A.
    [J]. XXIII ISPRS CONGRESS, COMMISSION III, 2016, 41 (B3): : 459 - 464
  • [36] Classification of materials using a pulsed time-of-flight camera
    Lang, Shinan
    Zhang, Jizhong
    Cai, Yiheng
    Zhu, Xiaoqing
    Wu, Qiang
    [J]. MACHINE VISION AND APPLICATIONS, 2021, 32 (01)
  • [37] Fusing Time-of-Flight Depth and Color for Real-Time Segmentation and Tracking
    Bleiweiss, Amit
    Werman, Michael
    [J]. DYNAMIC 3D IMAGING, PROCEEDINGS, 2009, 5742 : 58 - 69
  • [38] Analysis of Gait Using a Treadmill and a Time-of-Flight Camera
    Jensen, Rasmus R.
    Paulsen, Rasmus R.
    Larsen, Rasmus
    [J]. DYNAMIC 3D IMAGING, PROCEEDINGS, 2009, 5742 : 154 - 166
  • [39] THE APPLICATION OF THE NEUTRON TIME-OF-FLIGHT TECHNIQUE FOR REAL-TIME DIFFRACTION STUDIES
    BALAGUROV, AM
    MIRONOVA, GM
    NOVOZCHILOV, VE
    OSTROVNOY, AI
    SIMKIN, VG
    ZLOKAZOV, VB
    [J]. JOURNAL OF APPLIED CRYSTALLOGRAPHY, 1991, 24 : 1009 - 1014
  • [40] REAL-TIME COMPENSATION OF THE PATH SPREAD IN LARGE TIME-OF-FLIGHT SYSTEMS
    BONAZZOLA, GC
    BRESSANI, T
    CALVO, D
    DEREMIGIS, P
    GALLIAN, S
    GIANOTTI, P
    FELICIELLO, A
    MARCELLO, S
    MASALA, M
    TRICOMI, VI
    AGNELLO, M
    IAZZI, F
    MACCIOTTA, P
    MASONI, A
    PUDDU, G
    SERCI, S
    [J]. IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 1989, 36 (01) : 806 - 810