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No 178337
標題(和) Facial Feature Land-marking with Optimized Gabor Parameters based on Maximization of Separation between Features
標題(英) Facial Feature Land-marking with Optimized Gabor Parameters based on Maximization of Separation between Features
研究会名(和) 通信方式, 画像工学, 放送技術, オーディオビジュアル複合情報処理
研究会名(英) Communication Systems, Image Engineering, Broadcasting Technology, Audio Visual and Multimedia Information Processing
開催年月日 2006-12-14
終了年月日 2006-12-15
会議種別コード 5
共催団体名(和)
資料番号 CS2006-57, IE2006-125
抄録(和) Elastic Bunch Graph Matching(EBGM) is a popular method in automatic localization of facial feature points, where the selection of optimal Gabor parameters plays a key role in the extraction of Gabor jets with a high degree of discrimination. We propose a method for the selection of parameters by minimizing the energy function consisting of within-class and between-class scatters using the gradient descendent method. We formulate the learning rule and design the algorithm for the learning of parameters. Numerical experiments have been performed to investigate the performance of estimated parameters in improving the precision of automatic localization.
抄録(英) Elastic Bunch Graph Matching(EBGM) is a popular method in automatic localization of facial feature points, where the selection of optimal Gabor parameters plays a key role in the extraction of Gabor jets with a high degree of discrimination. We propose a method for the selection of parameters by minimizing the energy function consisting of within-class and between-class scatters using the gradient descendent method. We formulate the learning rule and design the algorithm for the learning of parameters. Numerical experiments have been performed to investigate the performance of estimated parameters in improving the precision of automatic localization.
収録資料名(和) 電子情報通信学会技術研究報告
収録資料の巻号 Vol.106, No.421,423
ページ開始 53
ページ終了 58
キーワード(和)
キーワード(英) Facial Landmarking,Elastic Bunch Graph Matching,Gabor Parameter,Energy-based Optimization
本文の言語 ENG
著者(和) 陳凡
著者(ヨミ) チン ファン
著者(英) Fan Chen
所属機関(和) 北陸先端科学技術大学院大学
所属機関(英) Japan Advanced Institute of Science and Technology
著者(和) 小谷一孔
著者(ヨミ) コタニ カズノリ
著者(英) Kazunori Kotani
所属機関(和) 北陸先端科学技術大学院大学
所属機関(英) Japan Advanced Institute of Science and Technology

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