Art

J-GLOBAL ID：201802248706829262   Reference number：18A1980200

Finding Important People in a Video Using Deep Neural Networks with Conditional Random Fields

条件付きランダムフィールドを持つディープニューラルネットワークを用いたビデオ中の重要人物の発見

Author (5)： OTANI Mayu (Nara Institute of Science and Technology) ,  NISHIDA Atsushi (Dai Nippon Printing Co., Ltd.) ,  NAKASHIMA Yuta (Osaka University) ,  SATO Tomokazu (Shiga University) ,  YOKOYA Naokazu (Nara Institute of Science and Technology)
Material： IEICE Transactions on Information and Systems (Web)  (IEICE Trans Inf Syst (Web))
Volume： E101.D  Issue： 10  Page： 2509-2517(J-STAGE)  Publication year： 2018 
JST Material Number： U0469A  ISSN： 1745-1361  Document type： Article
Article type： 原著論文  Country of issue： Japan (JPN)  Language： ENGLISH (EN)

Thesaurus term： *field ,  *neural network (biomodel) ,  *moving image ,  variation ,  detection ,  end-to-end signaling system ,  *deep neural network ,  false positive
Semi thesaurus term： end to end ,  *video image ,  *random field ,  image retargeting ,  false positive

Author keywords (3)： neural network ,  conditional random field ,  important people classification

JST classification (3)： Graphic and image processing in general  (JE04010I) ,  Artificial intelligence  (JE08000Z) ,  Pattern recognition  (JE07000S)

Reference (29)：

• [1] F. Liu and M. Gleicher, “Video retargeting: Automating pan and scan,” ACM International Conference on Multimedia (MM), pp.241-250, 2006. 10.1145/1180639.1180702
• [2] L. Itti, “Automatic foveation for video compression using a neurobiological model of visual attention,” IEEE Trans. Image Process., vol.13, no.10, pp.1304-1318, 2004. 10.1109/tip.2004.834657
• [3] L. Itti, C. Koch, and E. Niebur, “A model of saliency-based visual attention for rapid scene analysis,” IEEE Trans. Pattern Anal. Mach. Intell., vol.20, no.11, pp.1254-1259, 1998. 10.1109/34.730558
• [4] Y.-F. Ma, X.-S. Hua, L. Lu, and H.-J. Zhang, “A generic framework of user attention model and its application in video summarization,” IEEE Trans. Multimedia, vol.7, no.5, pp.907-919, 2005. 10.1109/tmm.2005.854410
• [5] Y. Nakashima, N. Babaguchi, and J. Fan, “Intended human object detection for automatically protecting privacy in mobile video surveillance,” Multimedia Systems, vol.18, no.2, pp.157-173, 2012. 10.1007/s00530-011-0244-y

Terms in the title (5)： ランダムフィールド ,  ディープニューラルネットワーク ,  ビデオ ,  人物 ,  発見