• Laser & Optoelectronics Progress
  • Vol. 60, Issue 2, 0215003 (2023)
Zhen Chu1, Xiaoling Zhang1,**, Gaofang Yin2, Renqing Jia2,3..., Yanju Qi1, Min Xu2,3, Xiang Hu4, Peng Huang4, Mingjun Ma2, Ruifang Yang2, Li Fang2 and Nanjing Zhao1,2,*|Show fewer author(s)
Author Affiliations
  • 1Information Materials and Intelligent Sensing Laboratory of Anhui Province, Institutes of Physical Science and Information Technology, Anhui University, Hefei 230601, Anhui, China
  • 2Key Laboratory of Environmental Optics and Technology, Anhui Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, Heifei230031, Anhui, China
  • 3School of Environmental Science and Optoelectronic Technology, University of Science and Technology of China, Hefei 230026, Anhui, China
  • 4School of Biological Food and Environment, Hefei University, Hefei 230601, Anhui, China
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    DOI: 10.3788/LOP212807 Cite this Article Set citation alerts
    Zhen Chu, Xiaoling Zhang, Gaofang Yin, Renqing Jia, Yanju Qi, Min Xu, Xiang Hu, Peng Huang, Mingjun Ma, Ruifang Yang, Li Fang, Nanjing Zhao. Detection Algorithm of Planktonic Algae Based on Improved YOYOv3[J]. Laser & Optoelectronics Progress, 2023, 60(2): 0215003 Copy Citation Text show less
    References

    [1] Drakard V F, Lanfranco S, Schembri P J. Macroalgal fouling communities as indicators of environmental change: potential applications for water quality monitoring[J]. Journal of the Marine Biological Association of the United Kingdom, 98, 1581-1588(2018).

    [2] Pant G, Yadav D P, Gaur A. ResNeXt convolution neural network topology-based deep learning model for identification and classification of Pediastrum[J]. Algal Research, 48, 101932(2020).

    [3] Girshick R, Donahue J, Darrell T et al. Rich feature hierarchies for accurate object detection and semantic segmentation[C], 580-587(2014).

    [4] Girshick R. Fast R-CNN[C], 1440-1448(2015).

    [5] Ren S Q, He K M, 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(2017).

    [6] Liu W, Anguelov D, Erhan D et al. SSD: single shot MultiBox detector[M]. Leibe B, Matas J, Sebe N, et al. Computer vision-ECCV 2016, 9905, 21-37(2016).

    [7] Redmon J, Divvala S, Girshick R et al. You only look once: unified, real-time object detection[C], 779-788(2016).

    [8] Redmon J, Farhadi A. YOLO9000: better, faster, stronger[C], 6517-6525(2017).

    [9] Redmon J, Farhadi A. YOLOv3: an incremental improvement[EB/OL]. https:// arxiv.org/abs/1804.02767

    [10] Sun Y C, Pan S G, Zhao T et al. Traffic light detection based on optimized YOLOv3 algorithm[J]. Acta Optica Sinica, 40, 1215001(2020).

    [11] Liu J, Wang X W. Tomato diseases and pests detection based on improved YOLOv3 convolutional neural network[J]. Frontiers in Plant Science, 11, 898-909(2020).

    [12] Ke B S, Li Y, Ren Z B et al. Deep learning-based detection method for mitosis in living cells[J]. Acta Optica Sinica, 41, 1511001(2021).

    [13] Wang X Y. Design and implementation of image-based marine microalgae identification system[D](2020).

    [14] Ma H J, Liu Y L, Ren Y H et al. Detection of collapsed buildings in post-earthquake remote sensing images based on the improved YOLOv3[J]. Remote Sensing, 12, 44-62(2019).

    [15] He K M, Zhang X Y, Ren S Q et al. Spatial pyramid pooling in deep convolutional networks for visual recognition[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 37, 1904-1916(2015).

    [16] Dong S, Ma Y H, Li C M. Implementation of detection system of grassland degradation indicator grass species based on YOLOv3-SPP algorithm[J]. Journal of Physics: Conference Series, 1738, 012051(2021).

    [17] Xu K, Deng C. Research on helmet wear identification based on improved YOLOv3[J]. Laser & Optoelectronics Progress, 58, 0615002(2021).

    [18] 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).

    [19] He T, Zhang Z, Zhang H et al. Bag of tricks for image classification with convolutional neural networks[C], 558-567(2019).

    [20] Fu L S, Feng Y L, Wu J Z et al. Fast and accurate detection of kiwifruit in orchard using improved YOLOv3-tiny model[J]. Precision Agriculture, 22, 754-776(2021).

    Zhen Chu, Xiaoling Zhang, Gaofang Yin, Renqing Jia, Yanju Qi, Min Xu, Xiang Hu, Peng Huang, Mingjun Ma, Ruifang Yang, Li Fang, Nanjing Zhao. Detection Algorithm of Planktonic Algae Based on Improved YOYOv3[J]. Laser & Optoelectronics Progress, 2023, 60(2): 0215003
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