Spatio-Temporal Video Processing for Respiratory Rate Estimation

被引:0
|
作者
Alinovi, Davide [1 ]
Cattani, Luca [1 ]
Ferrari, Gianluigi [1 ]
Pisani, Francesco [2 ]
Raheli, Riccardo [1 ]
机构
[1] Univ Parma, Dept Informat Engn, I-43100 Parma, Italy
[2] Univ Parma, Dept Neurosci, I-43100 Parma, Italy
关键词
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this paper, we present a wire-free, low-cost video processing-based technique for respiratory rate (RR) estimation. The proposed method blends together two recently presented techniques, with the purpose of emphasizing small movements, such as respiratory movements possibly present in a video stream, in order to detect them. Initially, the system performs a spatial decomposition of the video frames in a pyramidal representation, in which each layer contains different spatial details. The levels are then pixel-wise temporally filtered with an infinite impulse response (IIR) filter, purposely designed to extract components having a periodicity compatible with the respiratory rate. Afterwards a single motion signal is extracted from each level. Finally, the extracted signals are jointly analyzed according to the maximum likelihood (ML) criterion in order to estimate the respiratory rate. The parameters extracted by our algorithm show a good agreement with those indicated by a gold-standard polysomnographic system. Therefore, our results, although preliminary, are encouraging and show that the respiratory rate can be reliably measured and monitored by a low-cost, wire-free, video processing-based system.
引用
收藏
页码:12 / 17
页数:6
相关论文
共 50 条
  • [1] Noise estimation for video processing based on spatio-temporal gradients
    Zlokolica, Vladimir
    Pizurica, Aleksandra
    Philips, Wilfried
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2006, 13 (06) : 337 - 340
  • [2] Spatio-temporal filtering of thermal video sequences for heart rate estimation
    Hamedani, Kian
    Bahmani, Zahra
    Mohammadian, Amin
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2016, 54 : 88 - 94
  • [3] SPATIO-TEMPORAL CONSISTENCY IN VIDEO DISPARITY ESTIMATION
    Khoshabeh, Ramsin
    Chan, Stanley H.
    Nguyen, Truong Q.
    [J]. 2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2011, : 885 - 888
  • [4] Spatio-temporal rate allocation for hybrid video coding
    Beermann, M
    [J]. VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2003, PTS 1-3, 2003, 5150 : 222 - 230
  • [5] Spatio-Temporal Matching for Human Pose Estimation in Video
    Zhou, Feng
    De la Torre, Fernando
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2016, 38 (08) : 1492 - 1504
  • [6] Efficient spatio-temporal decomposition for perceptual processing of video sequences
    Lindh, P
    Lambrecht, CJVB
    [J]. INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, PROCEEDINGS - VOL III, 1996, : 331 - 334
  • [7] Spatio-temporal Sampling for Video
    Shankar, Mohan
    Pitsiauis, Nikos P.
    Brady, David
    [J]. IMAGE RECONSTRUCTION FROM INCOMPLETE DATA V, 2008, 7076
  • [8] Structure-oriented spatio-temporal video noise estimation
    Ghazal, Mohammed
    Amer, Aishy
    Ghrayeb, Ali
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-13, 2006, : 2093 - 2096
  • [9] Video vehicle detection algorithm through spatio-temporal slices processing
    Liu Anan
    Yang Zhaoxuan
    [J]. PROCEEDINGS OF THE 2006 IEEE/ASME INTERNATIONAL CONFERENCE ON MECHATRONIC AND EMBEDDED SYSTEMS AND APPLICATIONS, 2006, : 407 - +
  • [10] A real-time technique for spatio-temporal video noise estimation
    Ghazal, Mohammed
    Amer, Aishy
    Ghrayeb, Ali
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2007, 17 (12) : 1690 - 1699