A novel energy efficient object detection and image transmission approach for wireless multimedia sensor networks

Yasar Abbas Ur Rehman, Muhammad Tariq, Takuro Sato

    Research output: Contribution to journalArticle

    26 Citations (Scopus)

    Abstract

    Energy efficient object detection and image transmission are one of the key issues in wireless multimedia sensor networks (WMSN). Recent approaches in the WMSN propose in-node object detection and tracking algorithms. However, a little effort has been made to effectively detect object presence and absence in images in the WMSN. Since object detection has a direct relation with image transmission, therefore effective object detection algorithm would provide a reduction in the false transmission of image information. In this paper, a novel object presence model and an image transmission scheme are proposed for the WMSN. This scheme uses the transmission of image segments rather than a complete image. It guarantees in-node energy conservation and minimal image content transmission to the sink node. The proposed scheme is evaluated based on in-node energy consumption and reconstructed image peak signal-to-noise ratio (PSNR). Simulation results show that the proposed approach saves 95% of the node energy with the received image PSNR of 46 dB as compared with other state-of-the-art approaches.

    Original languageEnglish
    Article number7482640
    Pages (from-to)5942-5949
    Number of pages8
    JournalIEEE Sensors Journal
    Volume16
    Issue number15
    DOIs
    Publication statusPublished - 2016 Aug 1

    Fingerprint

    Image communication systems
    multimedia
    Sensor networks
    sensors
    Signal to noise ratio
    energy
    Energy conservation
    Energy utilization
    signal to noise ratios
    Object detection
    energy conservation
    energy consumption
    sinks

    Keywords

    • energy conservation
    • object detection
    • object tracking
    • Wireless multimedia sensor networks

    ASJC Scopus subject areas

    • Instrumentation
    • Electrical and Electronic Engineering

    Cite this

    A novel energy efficient object detection and image transmission approach for wireless multimedia sensor networks. / Ur Rehman, Yasar Abbas; Tariq, Muhammad; Sato, Takuro.

    In: IEEE Sensors Journal, Vol. 16, No. 15, 7482640, 01.08.2016, p. 5942-5949.

    Research output: Contribution to journalArticle

    @article{0e34bba64a1d48cd8fbef796b57eda9e,
    title = "A novel energy efficient object detection and image transmission approach for wireless multimedia sensor networks",
    abstract = "Energy efficient object detection and image transmission are one of the key issues in wireless multimedia sensor networks (WMSN). Recent approaches in the WMSN propose in-node object detection and tracking algorithms. However, a little effort has been made to effectively detect object presence and absence in images in the WMSN. Since object detection has a direct relation with image transmission, therefore effective object detection algorithm would provide a reduction in the false transmission of image information. In this paper, a novel object presence model and an image transmission scheme are proposed for the WMSN. This scheme uses the transmission of image segments rather than a complete image. It guarantees in-node energy conservation and minimal image content transmission to the sink node. The proposed scheme is evaluated based on in-node energy consumption and reconstructed image peak signal-to-noise ratio (PSNR). Simulation results show that the proposed approach saves 95{\%} of the node energy with the received image PSNR of 46 dB as compared with other state-of-the-art approaches.",
    keywords = "energy conservation, object detection, object tracking, Wireless multimedia sensor networks",
    author = "{Ur Rehman}, {Yasar Abbas} and Muhammad Tariq and Takuro Sato",
    year = "2016",
    month = "8",
    day = "1",
    doi = "10.1109/JSEN.2016.2574989",
    language = "English",
    volume = "16",
    pages = "5942--5949",
    journal = "IEEE Sensors Journal",
    issn = "1530-437X",
    publisher = "Institute of Electrical and Electronics Engineers Inc.",
    number = "15",

    }

    TY - JOUR

    T1 - A novel energy efficient object detection and image transmission approach for wireless multimedia sensor networks

    AU - Ur Rehman, Yasar Abbas

    AU - Tariq, Muhammad

    AU - Sato, Takuro

    PY - 2016/8/1

    Y1 - 2016/8/1

    N2 - Energy efficient object detection and image transmission are one of the key issues in wireless multimedia sensor networks (WMSN). Recent approaches in the WMSN propose in-node object detection and tracking algorithms. However, a little effort has been made to effectively detect object presence and absence in images in the WMSN. Since object detection has a direct relation with image transmission, therefore effective object detection algorithm would provide a reduction in the false transmission of image information. In this paper, a novel object presence model and an image transmission scheme are proposed for the WMSN. This scheme uses the transmission of image segments rather than a complete image. It guarantees in-node energy conservation and minimal image content transmission to the sink node. The proposed scheme is evaluated based on in-node energy consumption and reconstructed image peak signal-to-noise ratio (PSNR). Simulation results show that the proposed approach saves 95% of the node energy with the received image PSNR of 46 dB as compared with other state-of-the-art approaches.

    AB - Energy efficient object detection and image transmission are one of the key issues in wireless multimedia sensor networks (WMSN). Recent approaches in the WMSN propose in-node object detection and tracking algorithms. However, a little effort has been made to effectively detect object presence and absence in images in the WMSN. Since object detection has a direct relation with image transmission, therefore effective object detection algorithm would provide a reduction in the false transmission of image information. In this paper, a novel object presence model and an image transmission scheme are proposed for the WMSN. This scheme uses the transmission of image segments rather than a complete image. It guarantees in-node energy conservation and minimal image content transmission to the sink node. The proposed scheme is evaluated based on in-node energy consumption and reconstructed image peak signal-to-noise ratio (PSNR). Simulation results show that the proposed approach saves 95% of the node energy with the received image PSNR of 46 dB as compared with other state-of-the-art approaches.

    KW - energy conservation

    KW - object detection

    KW - object tracking

    KW - Wireless multimedia sensor networks

    UR - http://www.scopus.com/inward/record.url?scp=84978758084&partnerID=8YFLogxK

    UR - http://www.scopus.com/inward/citedby.url?scp=84978758084&partnerID=8YFLogxK

    U2 - 10.1109/JSEN.2016.2574989

    DO - 10.1109/JSEN.2016.2574989

    M3 - Article

    AN - SCOPUS:84978758084

    VL - 16

    SP - 5942

    EP - 5949

    JO - IEEE Sensors Journal

    JF - IEEE Sensors Journal

    SN - 1530-437X

    IS - 15

    M1 - 7482640

    ER -