複数フレームの見かけの姿勢に基づく歩行者の横断意図の推定
複数フレームの見かけの姿勢に基づく歩行者の横断意図の推定
カテゴリ: 論文誌(論文単位)
グループ名: 【C】電子・情報・システム部門
発行日: 2013/05/01
タイトル(英語): Estimation of Street Crossing Intention from a Pedestrian's Posture Using Multiple Image Frames
著者名: 古橋 竜祐(名城大学大学院理工学研究科),山田 啓一(名城大学大学院理工学研究科)
著者名(英語): Ryusuke Furuhashi (Graduate School of Science and Technology, Meijo University), Keiichi Yamada (Graduate School of Science and Technology, Meijo University)
キーワード: 歩行者,姿勢,意図推定 Pedestrian,posture,intent estimation
要約(英語): Pedestrian protection is an active area in the research field of advanced driver assistance systems. A pedestrian who intends to cross the road is more critical to the driver than one who has no intention. This paper proposes a method for estimating the crossing intention of a pedestrian on a sidewalk from the pedestrian's posture and change in posture in multiple frames during a short period of video images. It is assumed that a pedestrian in the input video is detected and tracked with some method, and the bounding boxes of a pedestrian in the input video frames are already available. First, the appearance feature of the pedestrian posture is extracted from the image and the feature vector is quantized, and a sequence of the appearance feature of the posture coded by vector quantization is obtained for a single pedestrian in multiple image frames. Then, the probability that the pedestrian intends to cross the street is calculated by a probabilistic model from the sequence of posture for the past n frames. We evaluate the method in an indoor simulated environment and demonstrate the results and performance.
本誌: 電気学会論文誌C(電子・情報・システム部門誌) Vol.133 No.5 (2013) 特集:新たな産業への応用が進む無線通信技術
本誌掲載ページ: 1069-1075 p
原稿種別: 論文/日本語
電子版へのリンク: https://www.jstage.jst.go.jp/article/ieejeiss/133/5/133_1069/_article/-char/ja/
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