Optics and Precision Engineering, Volume. 33, Issue 2, 311(2025)

MFL_YOLOv8 algorithm for surface defect detection of microfiber leather

Xiaodong SUN1, Qibing ZHU1、*, Huawei XU2, Tongzhen XING3, and Haibin ZHU3
Author Affiliations
  • 1School of Internet of Things Engineering, Jiangnan University, Wuxi2422, China
  • 2Hexin Kuraray Micro Fiber Leather (Jiaxing) Co. , Ltd, Jiaxing314003, China
  • 3Zhejiang Maimu Intelligent Technology Co. , Ltd, Jiaxing14000, China
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    References(21)

    [1] BASAK S, SHAKYAWAR D B, SAMANTA K K et al. Development of natural fibre based flexural composite: a sustainable mimic of natural leather[J]. Materials Today Communications, 32, 103976(2022).

    [2] 任龙芳, 赵国徽, 强涛涛. 超细纤维合成革仿天然皮革研究进展[J]. 皮革科学与工程, 22, 36-40(2012).

         REN L F, ZHAO G H, QIANG T T et al. Advances in the microfiber synthetic materials emulating natural leather[J]. Leather Science and Engineering, 22, 36-40(2012).

    [3] 李琛, 王冬, 仲鸿天. 超纤革水性含浸工艺的改进[J]. 印染, 50, 36-39, 43(2024).

         LI C, WANG D, ZHONG H T et al. Improvement of water-based impregnation process for microfiber leather[J]. China Dyeing & Finishing, 50, 36-39, 43(2024).

    [4] 张昕, 范浩军, 李静. 甲苯减量型超纤含浸用水性聚氨酯的制备与应用性能评价[J]. 皮革科学与工程, 30, 1-8(2020).

         ZHANG X, FAN H J, LI J et al. Preparation and application performance evaluation of toluene deweighting type microfiber impregnated waterborne polyurethane[J]. Leather Science and Engineering, 30, 1-8(2020).

    [5] ZHAO B B, QIAN X M, QIAN Y et al. Preparation of high-performance microfiber synthetic leather base using thermoplastic polyurethane/sulfonated polysulfone electrospun nanofibers[J]. Textile Research Journal, 89, 2813-2820(2019).

    [6] LIU Y, JIANG W, LI G D et al. Textile defect recognition network based on label embedding[J]. Opt. Precision Eng., 31, 1563-1579(2023).

         刘颖, 姜威, 李冠典. 基于标签嵌入方法的纺织品瑕疵识别网络[J]. 光学 精密工程, 31, 1563-1579(2023).

    [7] LIU W, ANGUELOV D, ERHAN D et al. SSD: Single Shot Multibox Detector[C], 21-37(2016).

    [8] TERVEN J, CÓRDOVA-ESPARZA D M, ROMERO-GONZÁLEZ J A. A comprehensive review of YOLO architectures in computer vision: from YOLOv1 to YOLOv8 and YOLO-NAS[J]. Machine Learning and Knowledge Extraction, 5, 1680-1716(2023).

    [9] XIE H S, ZHANG Y F, WU Z S. An improved fabric defect detection method based on SSD[J]. AATCC Journal of Research, 8, 181-190(2021).

    [10] LUO R, CHEN R H, JIA F T et al. RBD-Net: robust breakage detection algorithm for industrial leather[J]. Journal of Intelligent Manufacturing, 34, 2783-2796(2023).

    [11] LIU B, WANG H, CAO Z et al. PRC-Light YOLO: An efficient lightweight model for fabric defect detection[J]. Applied Sciences, 14, 938(2024).

    [12] AZAD R, NIGGEMEIER L, HÜTTEMANN M et al. Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation[C], 1276-1286(2024).

    [13] LAU K W, PO L M, REHMAN Y A U. Large separable kernel attention: rethinking the large kernel attention design in CNN[J]. Expert Systems with Applications, 236, 121352(2024).

    [14] WANG W H, DAI J F, CHEN Z et al. Internimage: exploring large-scale vision foundation models with deformable convolutions[C], 14408-14419(2023).

    [15] LIU W Z, LU H, FU H T et al. Learning to upsample by learning to sample[C], 6004-6014(2023).

    [16] SHI W Z, CABALLERO J, HUSZÁR F et al. Real-time single image and video super-resolution using an efficient sub-pixel convolutional neural network[C], 1874-1883(2016).

    [17] WANG J Q, CHEN K, XU R et al. CARAFE: Content-Aware Reassembly of Features[C], 3007-3016(2019).

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    Xiaodong SUN, Qibing ZHU, Huawei XU, Tongzhen XING, Haibin ZHU. MFL_YOLOv8 algorithm for surface defect detection of microfiber leather[J]. Optics and Precision Engineering, 2025, 33(2): 311

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    Paper Information

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    Received: Sep. 19, 2024

    Accepted: --

    Published Online: Apr. 30, 2025

    The Author Email: Qibing ZHU (zhuqib@163.com)

    DOI:10.37188/OPE.20253302.0311

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