Lightweight real-time error-resilient encoding of visual sensor data

被引:4
|
作者
Hanca, Jan [1 ]
Braeckman, Geert [1 ]
Munteanu, Adrian [1 ]
Philips, Wilfried [2 ]
机构
[1] Free Univ Brussels VUB iMinds, Dept Elect & Informat, Pleinlaan 2, B-1050 Brussels, Belgium
[2] Ghent Univ iMinds, Image Proc & Interpretat, St Pietersnieuwstr 41, B-9000 Ghent, Belgium
关键词
Wireless visual sensor networks; Real-time video encoding; H.264/AVC; Error-resilient video transmission; Forward error-correction codes; H.264/AVC;
D O I
10.1007/s11554-014-0448-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Extremely low-resolution video still proves suitable for many video interpretation methods and therefore may be used in small, low-cost and low-power visual sensors. Although some image analysis algorithms can be performed at the sensor node, collecting multiple video streams at the server side is necessary to execute many advanced video-based applications. Thus, an error-resilient video codec is a key component of every wireless visual sensor network. This paper introduces a novel end-to-end video compression and transmission system for such sensor networks. In the proposed framework, high-performance video coding techniques are employed, while maintaining the complexity of the encoder at the minimum. The produced bitstream is protected against wireless network errors by forward error correction codes and a row-column bit interleaver. Experimental results show that proposed codec performs close to H.264/AVC, at only a small fraction of its encoding time and offers robustness against transmission errors in various network conditions.
引用
收藏
页码:775 / 789
页数:15
相关论文
共 50 条
  • [31] Student Projects with Real-time Sensor Data
    Kurkovsky, Stan
    Mulcahy, Melissa
    ITICSE'15: PROCEEDINGS OF THE 2015 ACM CONFERENCE ON INNOVATION AND TECHNOLOGY IN COMPUTER SCIENCE EDUCATION, 2015, : 344 - 344
  • [32] Real-Time Classification of Streaming Sensor Data
    Kasetty, Shashwati
    Stafford, Candice
    Walker, Gregory P.
    Wang, Xiaoyue
    Keogh, Eamonn
    20TH IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, VOL 1, PROCEEDINGS, 2008, : 149 - +
  • [33] The EREC: An error-resilient technique for coding variable-length blocks of data
    Redmill, DW
    Kingsbury, NG
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (04) : 565 - 574
  • [34] Error Resilient Real-Time State Variable Systems for Signal Processing and Control
    Banerjee, Suvadeep
    Gomez-Pau, Alvaro
    Chatterjee, Abhijit
    Abraham, Jacob A.
    2014 IEEE 23RD ASIAN TEST SYMPOSIUM (ATS), 2014, : 39 - 44
  • [35] Error resilient methods for real-time MPEG-4 video streaming
    Kung, WY
    Kong, HS
    Vetro, A
    Sun, HF
    2004 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL 3, PROCEEDINGS, 2004, : 745 - 748
  • [36] RTVS: A Lightweight Differentiable MPC Framework for Real-Time Visual Servoing
    Qureshi, M. Nomaan
    Katara, Pushkal
    Gupta, Abhinav
    Pandya, Harit
    Harish, Y. V. S.
    Sanchawala, AadilMehdi
    Kumar, Gourav
    Bhowmick, Brojeshwar
    Krishna, K. Madhava
    2021 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2021, : 3798 - 3805
  • [37] Error-Resilient and Complexity-Constrained Distributed Coding for Large Scale Sensor Networks
    Viswanatha, Kumar
    Ramaswamy, Sharadh
    Saxena, Ankur
    Rose, Kenneth
    IPSN'12: PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON INFORMATION PROCESSING IN SENSOR NETWORKS, 2012, : 293 - 304
  • [38] Lightweight energy-efficient framework for sensor real-time communications
    Mohamed, Marwa F.
    Ahmed, Mohamed Ali
    Nassar, Hamed
    IET COMMUNICATIONS, 2019, 13 (15) : 2362 - 2368
  • [39] Lightweight signal processing in sensor node for real-time traffic monitoring
    Zhang, Yuhe
    Huang, Xi
    Cui, Li
    2007 INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES, VOLS 1-3, 2007, : 1407 - 1412
  • [40] Stealthy Sensor Attack Detection and Real-Time Performance Recovery for Resilient CPS
    Kim, Sangjun
    Eun, Yongsoon
    Park, Kyung-Joon
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (11) : 7412 - 7422