[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).
[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).