Opto-Electronic Engineering, Volume. 52, Issue 5, 240265(2025)

Anchor-free instance segmentation algorithm based on YOLACTR

Ting Mei1,2, Jingwei Zhao1,2, Shanling Lin2,3、*, Ziyu Xie1,2, Zhixian Lin1,2,3, and Tailiang Guo1,2
Author Affiliations
  • 1College of Physics and Information Engineering, Fuzhou University, Fuzhou, Fujian 350116, China
  • 2Fujian Science & Technology Innovation Laboratory for Optoelectronic Information of China, Fuzhou, Fujian 350108, China
  • 3School of Advanced Manufacturing, Fuzhou University, Quanzhou, Fujian 362200, China
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    References(28)

    [1] Zhou T, Zhao Y N, Lu H L et al. Medical image instance segmentation: from candidate region to no candidate region[J]. J Biomed Eng, 39, 1218-1232(2022).

    [2] Pei S W, Ni B, Shen T M et al. RISAT: real-time instance segmentation with adversarial training[J]. Multimed Tools Appl, 82, 4063-4080(2023).

    [3] Hong S L, Jiang Z H, Liu L Z et al. Improved mask R-CNN combined with Otsu preprocessing for rice panicle detection and segmentation[J]. Appl Sci, 12, 11701(2022).

    [4] Wu M J, Zhang Y A, Lin S L et al. Real-time semantic segmentation algorithm based on BiLevelNet[J]. Opto-Electron Eng, 51, 240030(2024).

    [5] Su L, Sun Y X, Yuan S Z. A survey of instance segmentation research based on deep learning[J]. CAAI Trans Intell Syst, 17, 16-31(2021).

    [6] Zhang J K, Zhao J, Zhang R et al. Survey of image instance segmentation methods using deep learning[J]. J Chin Comput Syst, 42, 161-171(2021).

    [7] Minaee S, Boykov Y, Porikli F et al. Image segmentation using deep learning: a survey[J]. IEEE Trans Pattern Anal Mach Intell, 44, 3523-3542(2022).

    [9] Ren S Q, He K M, Girshick R et al. Faster R-CNN: towards real-time object detection with region proposal networks[C], 91-99(2015).

    [11] Xiao Z J, Tian H, Zhang J H et al. Fusion of dynamic features enhances remote sensing building segmentation[J]. Opto-Electron Eng, 52, 240231(2020).

    [20] Liu T, Liu H Z, Li X W et al. Improved instance segmentation method based on anchor-free segmentation network[J]. Comput Eng, 48, 239-247,253(2022).

    [25] Zhao J W, Lin S L, Mei T et al. Research on instance segmentation algorithm based on YOLACT and Transformer[J]. Semicond Optoelectron, 44, 134-140(2023).

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    Ting Mei, Jingwei Zhao, Shanling Lin, Ziyu Xie, Zhixian Lin, Tailiang Guo. Anchor-free instance segmentation algorithm based on YOLACTR[J]. Opto-Electronic Engineering, 2025, 52(5): 240265

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    Paper Information

    Category: Article

    Received: Nov. 12, 2024

    Accepted: Apr. 8, 2025

    Published Online: Jul. 18, 2025

    The Author Email: Shanling Lin (林珊玲)

    DOI:10.12086/oee.2025.240265

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