Journal of Applied Optics, Volume. 45, Issue 4, 759(2024)
Image segmentation method for metal coating peeling and corrosion based on improved U2-Net network
Figures & Tables(13)
Table 1. Experiment-related configuration
View tableView in ArticleTable 1. Experiment-related configuration
名称 数值 学习率 0.001 正则化系数 0.9 epoch 100 CUDA版本 10.0 批处理大小 10 优化器 Adam
Table 2. Experimental results of different networks on metal coating peeling dataset
% View tableView in ArticleTable 2. Experimental results of different networks on metal coating peeling dataset
% 网络 交并比 准确率 查准率 召回率 F1 SegNet[ 23 ]70.78 94.71 73.09 66.50 69.64 U-Net[ 16 ]69.11 92.06 78.83 75.32 77.04 DeepLab[ 5 ]74.32 93.87 81.45 78.79 80.10 U2-Net[ 15 ]77.97 95.73 85.09 81.76 83.39 本文方法 81.77 97.07 88.34 85.91 87.11
Table 3. Experimental results of different networks on metal coating corrosion dataset
% View tableView in ArticleTable 3. Experimental results of different networks on metal coating corrosion dataset
% 网络 交并比 准确率 查准率 召回率 F1 SegNet[ 23 ]67.13 91.32 71.26 63.54 67.19 U-Net[ 16 ]63.53 90.49 76.97 73.35 75.12 DeepLab[ 5 ]69.16 91.98 79.31 75.17 77.18 U2-Net[ 15 ]74.21 93.73 83.43 78.96 81.13 本文方法 78.94 95.51 86.52 83.31 84.88
Table 4. Comparison of ablation experiment results
View tableView in ArticleTable 4. Comparison of ablation experiment results
网络 RFB-RSU RFB_l-RSU CEA 交并比/% 准确率/% 查准率/% 召回率/% F1/% 测试时间/s 原算法 × × × 74.21 93.73 83.43 78.96 81.13 26.91 算法1 √ × × 75.83 93.97 84.07 79.73 81.84 27.44 算法2 × √ × 76.02 94.13 84.94 80.21 82.51 27.16 算法3 × × √ 76.91 93.92 84.51 81.09 82.76 27.53 本文方法 × √ √ 78.94 95.51 86.52 83.31 84.88 28.11
Tools
Get Citation
Copy Citation Text
Yunfeng NI, Qingting QI, Daixian ZHU, Qiang QIU, Shulin LIU. Image segmentation method for metal coating peeling and corrosion based on improved U2-Net network[J]. Journal of Applied Optics, 2024, 45(4): 759
Paper Information
Category: Research Articles
Received: Jun. 21, 2023
Accepted: --
Published Online: Oct. 21, 2024
The Author Email: Daixian ZHU (朱代先)
© Copyright 2018-2021 | Chinese Laser Press.
All Rights Reserved 沪ICP备15018463号-20