• Electro-Optic Technology Application
  • Vol. 39, Issue 4, 49 (2024)
LI Xiaoguang1, HE Xin1, ZHANG Yiwei2, and WANG Jiawen3
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
  • show less
    DOI: Cite this Article
    LI Xiaoguang, HE Xin, ZHANG Yiwei, WANG Jiawen. Improved Lightweight Infrared Target Detection Algorithm Based on Deep Learning[J]. Electro-Optic Technology Application, 2024, 39(4): 49 Copy Citation Text show less
    References

    [4] RUSSAKOFF D B,TOMASI C,ROHLFING T,et al.Image similarity using mutual information of regions[C]//Computer Vision-ECCV 2004,European Conference on Computer Vision,Prague,Czech Republic: Proceedings,DBLP,2004: 596-607.

    [5] 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&Machine Intelligence,2017,39(6): 1137-1149.

    [6] GIRSHICK R,DONAHUE J,DARRELL T,et al. Rich feature hierarchies for accurate object detection and se-mantic segmentation[J]. IEEE Conference on Computer Vision and Pattern Recognition,2014,81(1): 580-587.

    [7] REDMON J,DIVVALA S,GIRSHICK R,et al. You only look once: unified,realtime object detection[J]. IEEE Conference on Computer Vision and Pattern Recognition,2016,91(1): 779-788.

    [8] WU D, LV S C, JIANG M,et al. Using channel pruning-based YOLOv4 deep learning algorithm for the real-time and accurate detection of apple flowers in natural environments[J]. Computers and Electronics in Agriculture, 2020, 178: 105742.

    [9] HAO W,SONG Z L. Improved mosaic: algorithms for more complex images[J]. Journal of Physics: Conference Series,2020,1684(1): 94-102.

    [10] WANG Y, WANG C, ZHANG H, et al. Automatic ship detection based on RetinaNet using multi-resolution Gaofen-3imagery[J]. Remote Sensing, 2019, 11(5): 531.

    [11] LIU P, SONG C, LI J, et al. Detection of transmission line against external force damage based on improved YOLOv3[J]. International Journal of Robotics and Automation, 2020, 35(6): 460-468.

    [12] REN S, HE K, GIRSHICK R, et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. Advances in Neural Information Processing Systems, 2015, 28: 1137-1149.

    [13] WEI H, LIU X, XU S, et al. DWRSeg: rethinking efficient acquisition of multi-scale contextual information for real-time semantic Segmentation[J]. IEEE Transactions on Intelligent Transportation Systems, 2021, 23(12): 25489-25499.

    [14] WANG J, CHEN Y, DONG Z, et al. Improved YOLOv5 network for real-time multi-scale traffic sign detection[J].Neural Computing and Applications, 2023, 35(10):7853-7865.

    [15] ZHANG J, LI X, LI J, et al. Rethinking mobile block for efficient attention-based models[C]//2023 IEEE/CVF International Conference on Computer Vision (ICCV), Paris, France: IEEE Computer Society, 2023: 1389-1400.

    [16] HUI B, SONG Z, FAN H, et al. A dataset for infrared image dim-small aircraft target detection and tracking under ground/air background[J]. Sci Data Bank, 2019, 5(12): 4

    LI Xiaoguang, HE Xin, ZHANG Yiwei, WANG Jiawen. Improved Lightweight Infrared Target Detection Algorithm Based on Deep Learning[J]. Electro-Optic Technology Application, 2024, 39(4): 49
    Download Citation