[1] Zhuo L Q, Fan P P, Zhang S et al. High-performance fiber-integrated multifunctional graphene-optoelectronic device with photoelectric detection and optic-phase modulation[J]. Photonics Research, 8, 1949-1957(2020).

[2] Wang X Y, Jin X, Li J Q. Blind position detection for large field-of-view scattering imaging[J]. Photonics Research, 8, 920-928(2020).

[3] Wang K J, Zhao Y D, Xing X L. Deep learning in driverless vehicles[J]. CAAI Transactions on Intelligent Systems, 13, 55-69(2018).

[4] Long K. Research on small objects detection and segmentation in medical images[D](2021).

[5] Deng X Y, Xiao Q K. Research on battlefield target detection based on optimize candidate regions[J]. Computer Simulation, 38, 9-14, 42(2021).

[6] Uijlings J R R, van de Sande K, Gevers T et al. Selective search for object recognition[J]. International Journal of Computer Vision, 104, 154-171(2013).

[7] Li J X, Mengu D, Luo Y et al. Class-specific differential detection in diffractive optical neural networks improves inference accuracy[J]. Advanced Photonics, 1, 046001(2019).

[8] Ding W R, Liu C L, Li Y et al. Binary convolutional neural network: review[J]. Acta Aeronautica et Astronautica Sinica, 42, 024504(2021).

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

[10] Everingham M, Gool L, Williams C K I et al. The pascal visual object classes (VOC) challenge[J]. International Journal of Computer Vision, 88, 303-338(2010).

[11] 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).

[12] Cristianini N, Shawe-Taylor J[M]. An introduction to support vector machines and other kernel-based learning methods(2000).

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

[14] 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, 6, 1137-1149(2017).

[15] Chen R L, Luo L, Cai Z P et al. Algorithm for real-time smoking detection based on deep learning[J]. Journal of Frontiers of Computer Science and Technology, 15, 327-337(2021).

[16] Han S C, Zhang B H, Li W et al. Small target detection in airport scene via modified Faster-RCNN[J]. Journal of Nanjing University of Aeronautics & Astronautics, 51, 735-741(2019).

[17] Zhou B, Li R X, Shang Z H et al. Object detection algorithm based on improved Faster R-CNN[J]. Laser & Optoelectronics Progress, 57, 101009(2020).

[18] Liu S, Qi L, Qin H F et al. Path aggregation network for instance segmentation[C], 8759-8768(2018).

[19] Pang J M, Chen K, Shi J P et al. Libra R-CNN: towards balanced learning for object detection[C], 821-830(2019).

[20] He Y Z, He N, Zhang R et al. Research on imbalanced training of deep learning target detection mode[J/OL]. Computer Engineering and Applications, 1-11. http://kns.cnki.net/kcms/detail/11.2127.TP.20201231.1451.023.html

[21] Wang X L, Girshick R, Gupta A et al. Non-local neural networks[C], 7794-7803(2018).

[22] Wang J Q, Chen K, Yang S et al. Region proposal by guided anchoring[C], 2960-2969(2019).

[23] Chen Y Z. Research on object detection algorithm based on feature fusion and adaptive anchor framework[D](2020).

[24] Wu X R, Ling X Y. Facial expression recognition based on improved Faster RCNN[J]. CAAI Transactions on Intelligent Systems, 16, 210-217(2021).

[25] Gao S H, Cheng M M, Zhao K et al. Res2Net: a new multi-scale backbone architecture[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 43, 652-662(2021).

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

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