دورية أكاديمية
A Boosted 3-D PCA Algorithm Based on Efficient Analysis Method
| العنوان: | A Boosted 3-D PCA Algorithm Based on Efficient Analysis Method |
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| المؤلفون: | Kyung-Min Lee, Chi-Ho Lin |
| المصدر: | Applied Sciences, Vol 11, Iss 16, p 7609 (2021) |
| بيانات النشر: | MDPI AG, 2021. |
| سنة النشر: | 2021 |
| المجموعة: | LCC:Technology LCC:Engineering (General). Civil engineering (General) LCC:Biology (General) LCC:Physics LCC:Chemistry |
| مصطلحات موضوعية: | 3-D PCA, AdaBoost, image detection, performance, parallel, Technology, Engineering (General). Civil engineering (General), TA1-2040, Biology (General), QH301-705.5, Physics, QC1-999, Chemistry, QD1-999 |
| الوصف: | In this paper, we propose a boosted 3-D PCA algorithm based on an efficient analysis method. The proposed method involves three steps that improve image detection. In the first step, the proposed method designs a new analysis method to solve the performance problem caused by data imbalance. In the second step, a parallel cross-validation structure is used to enhance the new analysis method further. We also design a modified AdaBoost algorithm to improve the detector accuracy performance of the new analysis method. In order to verify the performance of this system, we experimented with a benchmark dataset. The results show that the new analysis method is more efficient than other image detection methods. |
| نوع الوثيقة: | article |
| وصف الملف: | electronic resource |
| اللغة: | English |
| تدمد: | 2076-3417 |
| Relation: | https://www.mdpi.com/2076-3417/11/16/7609; https://doaj.org/toc/2076-3417 |
| DOI: | 10.3390/app11167609 |
| URL الوصول: | https://doaj.org/article/50264590f4694a48b61a4a6ac3c78990 |
| رقم الأكسشن: | edsdoj.50264590f4694a48b61a4a6ac3c78990 |
| قاعدة البيانات: | Directory of Open Access Journals |
Full Text Finder | تدمد: | 20763417 |
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| DOI: | 10.3390/app11167609 |