Journal of Applied Optics, Volume. 45, Issue 2, 405(2024)

Few shot target detection method based on background suppression and classification correction

Wei CAI, Xin WANG*, Xinhao JIANG, Zhiyong YANG, and Dong CHEN
Author Affiliations
  • School of Missile Engineering, Rocket Military Engineering University, Xi'an 710025, China
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    References(21)

    [3] KIRKPATRICK J, PASCANU R, RABINOWITZ N et al. Overcoming catastrophic forgetting in neural networks[J]. Proceedings of the National Academy of Sciences of the United States of America, 114, 3521-3526(2017).

    [4] KANG B Y, LIU Z, WANG X et al. Few-shot object detection via feature reweighting[C], 8419-8428(2020).

    [5] YAN X P, CHEN Z L, XU A N et al. Meta R-CNN: towards general solver for instance-level low-shot learning[C], 9576-9585(2020).

    [7] KARLINSKY L, SHTOK J, HARARY S et al. RepMet: representative-based metric learning for classification and few-shot object detection[C], 5192-5201(2020).

    [8] XIAO Z X, QI J H, XUE W et al. Few-shot object detection with self-adaptive attention network for remote sensing images[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14, 4854-4865(2021).

    [9] LI A X, LI Z G. Transformation invariant few-shot object detection[C], 3093-3101(2021).

    [10] 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).

    [12] ZHU C C, CHEN F Y, AHMED U et al. Semantic relation reasoning for shot-stable few-shot object detection[C], 8778-8787(2021).

    [16] FAN Q, ZHUO W, TANG C K et al. Few-shot object detection with attention-RPN and multi-relation detector[C], 4012-4021(2020).

    [17] WU J X, LIU S T, HUANG D et al. Multi-scale positive sample refinement for few-shot object detection[M]. Computer Vision-ECCV 2020, 456-472(2020).

    [19] CHEN H, WANG Y L, WANG G Y et al. LSTD: a low-shot transfer detector for object detection[J]. Proceedings of the AAAI Conference on Artificial Intelligence, 32, 11716(2018).

    [20] LIU W, ANGUELOV D, ERHAN D et al. SSD: single shot multibox detector[C], 21-37(2016).

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    Wei CAI, Xin WANG, Xinhao JIANG, Zhiyong YANG, Dong CHEN. Few shot target detection method based on background suppression and classification correction[J]. Journal of Applied Optics, 2024, 45(2): 405

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    Paper Information

    Category: Research Articles

    Received: Jun. 7, 2023

    Accepted: --

    Published Online: May. 28, 2024

    The Author Email: Xin WANG (王鑫(1999—))

    DOI:10.5768/JAO202445.0203002

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