Research on Face Recognition Technology Based on ESN Multi Feature Fusion,ERICDATA高等教育知識庫
高等教育出版
熱門: 崔雪娟  王美玲  李明昆  王善边  黃昱倫  黃乃熒  
高等教育出版
首頁 臺灣期刊   學校系所   學協會   民間出版   大陸/海外期刊   政府機關   學校系所   學協會   民間出版   DOI註冊服務
閱讀全文
篇名
Research on Face Recognition Technology Based on ESN Multi Feature Fusion
並列篇名
Research on Face Recognition Technology Based on ESN Multi Feature Fusion
作者 Shuang LiuDeyun ChenZhifeng ChenChanghai RuMing Pang
英文摘要
Using single feature as the basis of judgement will lead to lower accuracy and robustness of face recognition. Accordingly, a multi feature Echo State Network (ESN) fusion face recognition method is designed. In this method, three invariant features are selected as the basis for face recognition, including Histogram of Oriented Gridients (HOG) features, Local Binary Patterns (LBP) features and Visual Pattern Recognition by Moment Invariants (Hu). These three kinds of features basically cover the illumination, texture, shape and other properties of face images. In the fusion stage of the three features, the HOG feature dictionary, the LBP feature dictionary and the Hu feature dictionary are first formed, and then they are replaced by the ESN to train and determine the fusion weight of the three features. Finally, the similarity measure of the three feature fusion is formed as the basis for judging the face recognition. The weight setting of different features in the process of similarity comparison is completed by ESN iteration, which improves the accuracy of each feature as the judgment basis. The experimental results show that recognition accuracy of our method is higher than the method using single feature, and it is obviously better than the multi feature method using adaptive weight and the multi feature method using the genetic algorithm.
起訖頁 1571-1578
關鍵詞 Multi feature fusionHOG featureLBP featureHU moment featureESN network
刊名 網際網路技術學刊  
期數 202009 (21:5期)
出版單位 台灣學術網路管理委員會
DOI 10.3966/160792642020092105029   複製DOI
QR Code
該期刊
上一篇
Location of Static Targets on the Seabed: A Study

高等教育知識庫  閱讀計畫  教育研究月刊  新書優惠  

教師服務
合作出版
期刊徵稿
聯絡高教
高教FB
讀者服務
圖書目錄
教育期刊
訂購服務
活動訊息
數位服務
高等教育知識庫
國際資料庫收錄
投審稿系統
DOI註冊
線上購買
高點網路書店 
元照網路書店
博客來網路書店
教育資源
教育網站
國際教育網站
關於高教
高教簡介
出版授權
合作單位
知識達 知識達 知識達 知識達 知識達 知識達
版權所有‧轉載必究 Copyright2011 高等教育文化事業股份有限公司  All Rights Reserved
服務信箱:edubook@edubook.com.tw 台北市館前路 26 號 6 樓 Tel:+886-2-23885899 Fax:+886-2-23892500