Journal of Optoelectronics · Laser, Volume. 34, Issue 11, 1150(2023)

Lightweight flame video stream real-time detection algorithm based on YOLOv5

YAO Yilian1,2, PEI Dong1,2、*, and PU Xiangrong1
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • show less
    References(10)

    [3] [3] YE S,BAI Z,CEN H,et al.An effective algorithm to detect both smoke and flame using color and wavelet analysis[J].Pattern Recognition and Image Analysis,2017,27(1):131-138.

    [4] [4] REN S,HE K,GIRSHICK R,et al.Faster R-CNN:Towards real-time object detection with region proposal networks[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2017,39(6):1137-1149.

    [5] [5] LIU W,ANGUELOV D,ERTHAN D,et al.SSD:Single shot multibox detector[C]//European Conference on Computer Vision,October 11-14,Amsterdam,The Netherlands.Cham:Springer,2016:21-37.

    [6] [6] REDMON J,DIWALA S,GIRSHICK R,et al.You only look once:Unified,real-time object detection[C]//IEEE Conference on Computer Vision and Pattern Recognition,June 27-30,2016,Las Vegas,NV,USA.New York:IEEE,2016:779-788.

    [7] [7] REDMON J,FARHADI A.YOLO9000:better,faster,stronger[C]//IEEE Conference on Computer Vision and Pattern Recognition,July 21-26,2017,Honolulu,HI,USA.New York:IEEE,2017:7263-7271.

    [8] [8] REDMON J,FARHADI A.Yolov3:An incremental improvement[EB/OL].(2018-04-08)[2022-11-04].https://arxiv.org/abs/1804.02767.

    [11] [11] COATES A,NG A Y.Learning feature representations with K-means[M]//Neural networks:Tricks of the trade.Berlin,Heidelberg:Springer,2012:561-580.

    [12] [12] PIZZUTI C.A multiobjective genetic algorithm to find communities in complex networks[J].IEEE Transactions on Evolutionary Computation,2011,16(3):418-430.

    [13] [13] WOO S,PARK J,LEE J Y,et al.CBAM:Convolutional block attention module[C]//European Conference on Computer Vision (ECCV),September 8-14,2018,Munich,Germany.Berlin:Springer,2018:3-19.

    [14] [14] HAN K,WANG Y,TIAN Q, et al.GhostNet:More features from cheap operations[C]//IEEE/CVF Conference on Computer Vision and Pattern Recognition,June 13-19,2020,Seattle,WA,USA.New York:IEEE,2020:1580-1589.

    Tools

    Get Citation

    Copy Citation Text

    YAO Yilian, PEI Dong, PU Xiangrong. Lightweight flame video stream real-time detection algorithm based on YOLOv5[J]. Journal of Optoelectronics · Laser, 2023, 34(11): 1150

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Received: Nov. 4, 2022

    Accepted: --

    Published Online: Sep. 25, 2024

    The Author Email: PEI Dong (1160494858@qq.com)

    DOI:10.16136/j.joel.2023.11.0486

    Topics