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© 《China Plastics》
China Plastics ›› 2021, Vol. 35 ›› Issue (2): 94-100.DOI: 10.19491/j.issn.1001-9278.2021.02.016
• Standard and Test • Previous Articles Next Articles
KONG Hao, DONG Ze, WEI Chenjie, WANG Jifen(), GAO Chunfang
Received:
2020-08-21
Online:
2021-02-26
Published:
2021-02-22
CLC Number:
KONG Hao, DONG Ze, WEI Chenjie, WANG Jifen, GAO Chunfang. Non⁃destructive Classification of Sole Based on Fingerprint Spectral Fusion Technique[J]. China Plastics, 2021, 35(2): 94-100.
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URL: https://www.plaschina.com.cn/EN/10.19491/j.issn.1001-9278.2021.02.016
模型 | 数据集 | 准确率/% | 总体分类准确率/% | |||||
---|---|---|---|---|---|---|---|---|
亚瑟士 | 耐克 | 阿迪达斯 | 红蜻蜓 | 警用 | 三叶草 | |||
BDA | 原始 | 70.0 | 42.9 | 50.0 | 62.5 | 55.6 | 37.5 | 54.0 |
一阶导数 | 80.0 | 85.7 | 50.0 | 62.5 | 44.4 | 62.5 | 64.0 | |
二阶导数 | 80.0 | 71.4 | 50.0 | 62.5 | 55.6 | 25.0 | 58.0 | |
SVM | 原始 | 80.0 | 28.6 | 37.5 | 62.5 | 55.6 | 37.5 | 52.0 |
一阶导数 | 70.0 | 71.4 | 37.5 | 40.0 | 60.0 | 50.0 | 56.0 | |
二阶导数 | 77.8 | 71.4 | 25.0 | 50.0 | 33.3 | 37.5 | 58.0 |
模型 | 数据集 | 准确率/% | 总体分类准确率/% | |||||
---|---|---|---|---|---|---|---|---|
亚瑟士 | 耐克 | 阿迪达斯 | 红蜻蜓 | 警用 | 三叶草 | |||
BDA | 原始 | 70.0 | 42.9 | 50.0 | 62.5 | 55.6 | 37.5 | 54.0 |
一阶导数 | 80.0 | 85.7 | 50.0 | 62.5 | 44.4 | 62.5 | 64.0 | |
二阶导数 | 80.0 | 71.4 | 50.0 | 62.5 | 55.6 | 25.0 | 58.0 | |
SVM | 原始 | 80.0 | 28.6 | 37.5 | 62.5 | 55.6 | 37.5 | 52.0 |
一阶导数 | 70.0 | 71.4 | 37.5 | 40.0 | 60.0 | 50.0 | 56.0 | |
二阶导数 | 77.8 | 71.4 | 25.0 | 50.0 | 33.3 | 37.5 | 58.0 |
模型 | 数据集 | 准确率/% | 总体分类准确率/% | |||||
---|---|---|---|---|---|---|---|---|
亚瑟士 | 耐克 | 阿迪达斯 | 红蜻蜓 | 警用 | 三叶草 | |||
BDA | 原始+一阶导数 | 90 | 100 | 87.5 | 100 | 77.8 | 100 | 92 |
原始+二阶导数 | 90 | 100 | 87.5 | 87.5 | 88.9 | 87.5 | 90 | |
一阶导数+二阶导数 | 80 | 100 | 100 | 87.5 | 88.9 | 75 | 88 | |
SVM | 原始+一阶导数 | 80 | 100 | 87.5 | 75 | 77.8 | 87.5 | 84 |
原始+二阶导数 | 90 | 100 | 87.5 | 87.5 | 66.7 | 87.5 | 86 | |
一阶导数+二阶导数 | 80 | 85.71 | 87.5 | 75 | 66.7 | 100 | 82 |
模型 | 数据集 | 准确率/% | 总体分类准确率/% | |||||
---|---|---|---|---|---|---|---|---|
亚瑟士 | 耐克 | 阿迪达斯 | 红蜻蜓 | 警用 | 三叶草 | |||
BDA | 原始+一阶导数 | 90 | 100 | 87.5 | 100 | 77.8 | 100 | 92 |
原始+二阶导数 | 90 | 100 | 87.5 | 87.5 | 88.9 | 87.5 | 90 | |
一阶导数+二阶导数 | 80 | 100 | 100 | 87.5 | 88.9 | 75 | 88 | |
SVM | 原始+一阶导数 | 80 | 100 | 87.5 | 75 | 77.8 | 87.5 | 84 |
原始+二阶导数 | 90 | 100 | 87.5 | 87.5 | 66.7 | 87.5 | 86 | |
一阶导数+二阶导数 | 80 | 85.71 | 87.5 | 75 | 66.7 | 100 | 82 |
模型 | 数据集 | 准确率/% | 总体分类准确率/% | |||||
---|---|---|---|---|---|---|---|---|
亚瑟士 | 耐克 | 阿迪达斯 | 红蜻蜓 | 警用 | 三叶草 | |||
BDA | 原始+一阶导数 | 50 | 28.6 | 50 | 62.5 | 33.3 | 75 | 50 |
原始+二阶导数 | 50 | 85.7 | 50 | 50 | 44.4 | 37.5 | 52 | |
一阶导数二阶导数 | 70 | 85.7 | 50 | 62.5 | 44.4 | 50 | 60 | |
SVM | 原始+一阶导数 | 70 | 28.6 | 50 | 62.5 | 55.6 | 75 | 58 |
原始+二阶导数 | 80 | 57.1 | 50 | 50 | 44.4 | 50 | 56 | |
一阶导数二阶导数 | 70 | 57.1 | 62.5 | 62.5 | 55.6 | 75 | 64 |
模型 | 数据集 | 准确率/% | 总体分类准确率/% | |||||
---|---|---|---|---|---|---|---|---|
亚瑟士 | 耐克 | 阿迪达斯 | 红蜻蜓 | 警用 | 三叶草 | |||
BDA | 原始+一阶导数 | 50 | 28.6 | 50 | 62.5 | 33.3 | 75 | 50 |
原始+二阶导数 | 50 | 85.7 | 50 | 50 | 44.4 | 37.5 | 52 | |
一阶导数二阶导数 | 70 | 85.7 | 50 | 62.5 | 44.4 | 50 | 60 | |
SVM | 原始+一阶导数 | 70 | 28.6 | 50 | 62.5 | 55.6 | 75 | 58 |
原始+二阶导数 | 80 | 57.1 | 50 | 50 | 44.4 | 50 | 56 | |
一阶导数二阶导数 | 70 | 57.1 | 62.5 | 62.5 | 55.6 | 75 | 64 |
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