講演名 2018-12-25
Detection of Predator Animals Features using Machine Learning
Fahad Alharbi(SIT), Eiji Kamioka(SIT),
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抄録(和) In this paper, predator animals feature detection is discussed. Animals recognition is one of the areas in which a limited amount of research has been undertaken, especially in the predator animals domain. Predator animals present a great danger to people who are camping or staying in outdoor areas and they are also a threat to livestock. In this paper, a multiple feature detection of predator animals is proposed and evaluated on five animals using multiple classifiers like SVM, KNN, MLP. The results show that the proposed method achieves the detection accuracy of 94% which justifies its effectiveness for this research proposal.
抄録(英) In this paper, predator animals feature detection is discussed. Animals recognition is one of the areas in which a limited amount of research has been undertaken, especially in the predator animals domain. Predator animals present a great danger to people who are camping or staying in outdoor areas and they are also a threat to livestock. In this paper, a multiple feature detection of predator animals is proposed and evaluated on five animals using multiple classifiers like SVM, KNN, MLP. The results show that the proposed method achieves the detection accuracy of 94% which justifies its effectiveness for this research proposal.
キーワード(和) Animal detection / Image processing / Feature extraction / Machine learning
キーワード(英) Animal detection / Image processing / Feature extraction / Machine learning
資料番号 MoNA2018-49
発行日 2018-12-18 (MoNA)

研究会情報
研究会 MoNA
開催期間 2018/12/25(から1日開催)
開催地(和) 芝浦工大豊洲キャンパス
開催地(英)
テーマ(和) 一般
テーマ(英) General
委員長氏名(和) 新熊 亮一(京大)
委員長氏名(英) Ryoichi Shinkuma(Kyoto Univ.)
副委員長氏名(和) 田頭 茂明(関大) / 北形 元(東北大)
副委員長氏名(英) Shigeaki Tagashira(Kansai Univ.) / Gen Kitagata(Tohoku Univ.)
幹事氏名(和) 石田 繁巳(九大) / 二瓶 浩一(NEC) / 西尾 理志(京大) / 齊藤 隆仁(NTTドコモ)
幹事氏名(英) Shigemi Ishida(Kyushu Univ.) / Koichi Nihei(NEC) / Takayuki Nishio(Kyoto Univ.) / Takato Saito(NTT DOCOMO)
幹事補佐氏名(和) 臼井 健(KDDI総合研究所) / 金井 謙治(早大)
幹事補佐氏名(英) Ken Usui(KDDI Research) / Kenji Kanai(Waseda Univ.)

講演論文情報詳細
申込み研究会 Technical Committee on Mobile Network and Applications
本文の言語 ENG
タイトル(和)
サブタイトル(和)
タイトル(英) Detection of Predator Animals Features using Machine Learning
サブタイトル(和)
キーワード(1)(和/英) Animal detection / Animal detection
キーワード(2)(和/英) Image processing / Image processing
キーワード(3)(和/英) Feature extraction / Feature extraction
キーワード(4)(和/英) Machine learning / Machine learning
第 1 著者 氏名(和/英) Fahad Alharbi / Fahad Alharbi
第 1 著者 所属(和/英) Shibaura Institute of Technology(略称:SIT)
Shibaura Institute of Technology(略称:SIT)
第 2 著者 氏名(和/英) Eiji Kamioka / Eiji Kamioka
第 2 著者 所属(和/英) Shibaura Institute of Technology(略称:SIT)
Shibaura Institute of Technology(略称:SIT)
発表年月日 2018-12-25
資料番号 MoNA2018-49
巻番号(vol) vol.118
号番号(no) MoNA-378
ページ範囲 pp.61-66(MoNA),
ページ数 6
発行日 2018-12-18 (MoNA)