Laser & Optoelectronics Progress, Volume. 60, Issue 16, 1610005(2023)

Fine-Grained Fish Disease Image Recognition Algorithm Model

Liming Wei1、*, Kui Zhao1, Ning Wang1, Zhongyan Zhang2, and Haipeng Cui2
Author Affiliations
  • 1Department of Information Science and Engineering, Ocean University of China, Qingdao 266100, Shandong, China
  • 2Qingdao JARI Industrial Control Technology Co., Ltd., Qingdao 266071, Shandong, China
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    References(25)

    [1] Pauzi S N, Hassan M G, Yusoff N et al. A review on image processing for fish disease detection[J]. Journal of Physics: Conference Series, 1997, 012042(2021).

    [2] Park Y, Cho K H, Park J et al. Development of early-warning protocol for predicting chlorophyll-a concentration using machine learning models in freshwater and estuarine reservoirs, Korea[J]. Science of the Total Environment, 502, 31-41(2015).

    [3] Fang Y, Ramasamy R P. Current and prospective methods for plant disease detection[J]. Biosensors, 5, 537-561(2015).

    [4] Arnal Barbedo J G. Digital image processing techniques for detecting, quantifying and classifying plant diseases[J]. SpringerPlus, 2, 660(2013).

    [5] Sales J, Janssens G P J. Nutrient requirements of ornamental fish[J]. Aquatic Living Resources, 16, 533-540(2003).

    [6] Holm E A, Cohn R, Gao N et al. Overview: computer vision and machine learning for microstructural characterization and analysis[J]. Metallurgical and Materials Transactions A, 51, 5985-5999(2020).

    [7] Waleed A, Medhat H, Esmail M et al. Automatic recognition of fish diseases in fish farms[C], 201-206(2019).

    [8] Lin T Y, RoyChowdhury A, Maji S. Bilinear CNN models for fine-grained visual recognition[C], 1449-1457(2015).

    [9] Gao Y, Beijbom O, Zhang N et al. Compact bilinear pooling[C], 317-326(2016).

    [10] Cui Y, Zhou F, Wang J et al. Kernel pooling for convolutional neural networks[C], 3049-3058(2017).

    [11] Kong S, Fowlkes C. Low-rank bilinear pooling for fine-grained classification[C], 7025-7034(2017).

    [13] Girdhar R, João Carreira J, Doersch C et al. Video action transformer network[C], 244-253(2019).

    [14] Xiong Y M. Label semantics and Transformer for meta learning few-shot object detection[D], 1-83(2021).

    [15] Hatamizadeh A, Tang Y C, Nath V et al. UNETR: transformers for 3D medical image segmentation[C], 1748-1758(2022).

    [16] Fu W H, McCalley J D, Vittal V. Risk assessment for transformer loading[J]. IEEE Transactions on Power Systems, 16, 346-353(2001).

    [17] He L Y, Bai J Q, He X et al. Sparse Transformer based remote sensing rotated object detection[J]. Laser & Optoelectronics Progress, 59, 1810003(2022).

    [18] Wang Q J, Cui H H, Zhang Y H et al. Multi-scale sampling registration method for optical measurement of cross-source point clouds[J]. Acta Optica Sinica, 42, 1015002(2022).

    [19] Liu X H, Huang Y H, Zhang Y X et al. Online weld width detection of laser-MIG hybrid welding based on Kalman filter algorithm compensated by BP neural network[J]. Chinese Journal of Lasers, 49, 1602011(2022).

    [20] Hu J, Liu H, Xu W C et al. Position detection algorithm of road obstacles based on 3D LiDAR[J]. Chinese Journal of Lasers, 48, 2410001(2021).

    [21] Meng L C, Li H D, Chen B C et al. AdaViT: adaptive vision transformers for efficient image recognition[C], 12299-12308(2022).

    [22] He K M, Zhang X Y, Ren S Q et al. Deep residual learning for image recognition[C], 770-778(2016).

    [23] Malik S, Kumar T, Sahoo A K. Image processing techniques for identification of fish disease[C], 55-59(2017).

    [24] Chakravorty H, Paul R, Das P. Image processing technique to detect fish disease[J]. International Journal of Computer Science and Security (IJCSS), 9, 121-131(2015).

    [25] Føre M, Frank K, Norton T et al. Precision fish farming: a new framework to improve production in aquaculture[J]. Biosystems Engineering, 173, 176-193(2018).

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    Liming Wei, Kui Zhao, Ning Wang, Zhongyan Zhang, Haipeng Cui. Fine-Grained Fish Disease Image Recognition Algorithm Model[J]. Laser & Optoelectronics Progress, 2023, 60(16): 1610005

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    Paper Information

    Category: Image Processing

    Received: Sep. 26, 2022

    Accepted: Nov. 23, 2022

    Published Online: Aug. 15, 2023

    The Author Email: Wei Liming (15865569879@163.com)

    DOI:10.3788/LOP222630

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