Journal of Applied Optics, Volume. 45, Issue 4, 732(2024)
Small object detection algorithm based on improved YOLOv3
[1] GENG Chuang, SONG Pinde, CAO Lijia. Research progress of YOLO algorithm in object detection[J]. Journal of Ordnance Equipment Engineering, 43, 162-173(2022).
[4] YANG Rujin, SHANG Xinna, LI Wenfa. A review of small object detection methods based on deep learning[C], 5(2022).
[5] GIRSHICK R, DONAHUE J, DARRELL T et al. Rich feature hierarchies for accurate object detection and semantic segmentation[C], 580-587(2014).
[6] GIRSHICK R. Fast R-CNN[C], 1440-1448(2015).
[7] 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, 39, 1137-1149(2016).
[8] LIU W, ANGUELOV D, ERHAN D et al. SSD: Single Shot Multibox Detector[C], 21-37(2016).
[9] REDMON J, DIVVALA S, GIRSHICK R et al. You only look once: Unified, real-time object detection[C], 779-788(2016).
[10] REDMON J, FARHADI A. YOLO9000: better, faster, stronger[C], 7263-7271(2017).
[12] LIN T Y, DOLLÁR P, GIRSHICK R et al. Feature pyramid networks for object detection[C], 2117-2125(2017).
[14] ZHANG Liying, PANG Chunjiang, WANG Xinying et al. Multi-scale object detection algorithm based on improved YOLOv3[J]. Journal of Computer Applications, 42, 2423-2431(2022).
[15] GE Lulu, CHEN Houru, YANG Zheming et al. An improved YOLOv3 object detection algorithm based on feature enhancement[C], 8(2022).
[16] CHEN Dehai, SUN Shiru, WANG Yuchao et al. Research on small object detection based on improved SSD algorithm[J]. Transducer and Microsystem Technologies, 42, 65-68(2023).
[17] WU Shan, ZHOU Feng. Small object detection based on improved SSD algorithm[J]. Computer Engineering, 49, 179-188(2023).
[20] REZATOFIGHI H, TSOI N, GWAK J et al. Generalized intersection over union: a metric and a loss for bounding box regression[C], 658-666(2019).
[23] WANG C Y, LIAO H Y M, WU Y H et al. CSPNet: a new backbone that can enhance learning capability of CNN[C], 390-391(2020).
[24] YU J, JIANG Y, WANG Z et al. Unitbox: An advanced object detection network[C], 516-520(2016).
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Kai WANG, Shuli LOU, Yan WANG. Small object detection algorithm based on improved YOLOv3[J]. Journal of Applied Optics, 2024, 45(4): 732
Category: Research Articles
Received: May. 31, 2023
Accepted: --
Published Online: Oct. 21, 2024
The Author Email: Shuli LOU (娄树理)