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Laser & Optoelectronics Progress, Volume. 62, Issue 16, 1618001(2025)

Camouflaged Object Detection for Activated Sludge Microorganisms Based on Context-Aware

Yifan Fang, Lijie Zhao, Mingxi Jin, Mingzhong Huang, and Zhenpeng Gao*
Author Affiliations
  • College of Information Engineering, Shenyang University of Chemical Technology, Shenyang 110021, Liaoning , China
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    [13] Kong Y P, Shen Z Y. Microorganism detection in activated sludge microscopic images using improved YOLO[J]. Applied Sciences, 13, 12406(2023).

    [14] Shiratsuchi H, Furuta M, Furukado K et al. A study on microorganisms detection from microscopic images using deep learning[EB/OL]. https://cir.nii.ac.jp/crid/1390577431250803840

    [15] Wang W H, Xie E Z, Li X et al. PVT v2: improved baselines with pyramid vision transformer[J]. Computational Visual Media, 8, 415-424(2022).

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    [17] Wei J, Wang S H, Huang Q M. F³Net: fusion, feedback and focus for salient object detection[J]. Proceedings of the AAAI Conference on Artificial Intelligence, 34, 12321-12328(2020).

    [18] Le T N, Nguyen T V, Nie Z L et al. Anabranch network for camouflaged object segmentation[J]. Computer Vision and Image Understanding, 184, 45-56(2019).

    [19] Skurowski P, Abdulameer H, Błaszczyk J et al. Animal camouflage analysis: chameleon database[EB/OL]. https://www.polsl.pl/rau6/chameleon-database-animal-camouflage-analysis/

    [20] Lü Y Q, Zhang J, Dai Y C et al. Simultaneously localize, segment and rank the camouflaged objects[C], 11586-11596(2021).

    [21] Fan D P, Cheng M M, Liu Y et al. Structure-measure: a new way to evaluate foreground maps[C], 4558-4567(2017).

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    [23] Fan D P, Ji G P, Qin X B et al. Cognitive vision inspired object segmentation metric and loss function[J]. Scientia Sinica (Informationis), 51, 1475-1489(2021).

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    Yifan Fang, Lijie Zhao, Mingxi Jin, Mingzhong Huang, Zhenpeng Gao. Camouflaged Object Detection for Activated Sludge Microorganisms Based on Context-Aware[J]. Laser & Optoelectronics Progress, 2025, 62(16): 1618001

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    Paper Information

    Category: Microscopy

    Received: Jan. 6, 2025

    Accepted: Mar. 19, 2025

    Published Online: Jul. 24, 2025

    The Author Email: Zhenpeng Gao (gaozhenpeng2024@163.com)

    DOI:10.3788/LOP250453

    CSTR:32186.14.LOP250453

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology