Presentation 2018-06-08
Web Video Search Re-ranking Using Tag Vector
Takamasa Fujii, Soh Yoshida, Mitsuji Muneyasu,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) In this paper, we propose Web video search re-ranking using tag vector. In the proposed method, we first construct a graph whose nodes and edges respectively correspond to user’s select videos and their similarities. Next, we obtain a re-ranking list by evaluating relevance of each video from the structure of the graph. In particular, we focus on the fact that multiple tags are used to represent video content. Specifically, by vectorizing multiple tags associated with videos based on the Word2Vec algorithm, we calculate the new tag feature vector. Then, we formulate the re-ranking process as the optimization problem whose regularization terms measure the relevance from both the video and tag features. Experimental results on a real-word which contains multiple word sense show the effectiveness of the proposed method.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) video search / re-ranking / tag-based retrieval
Paper # SIS2018-9
Date of Issue 2018-05-31 (SIS)

Conference Information
Committee SIS / IPSJ-AVM / ITE-3DIT
Conference Date 2018/6/7(2days)
Place (in Japanese) (See Japanese page)
Place (in English) Jozankei View Hotel
Topics (in Japanese) (See Japanese page)
Topics (in English) Intelligent Multimedia Systems, Applied Enbedded Systems, Three-Dimensional Image Technology (3DIT), etc.
Chair Takayuki Nakachi(NTT) / Hideaki Kimata(NTT) / Tsutomu Horikoshi(Shonan Institute of Technology)
Vice Chair Noriaki Suetake(Yamaguchi Univ.) / Tomoaki Kimura(Kanagawa Inst. of Tech.)
Secretary Noriaki Suetake(Kyushu Inst. of Tech.) / Tomoaki Kimura(Tokyo Metropolitan Univ.) / (NTT) / (Tokyo Univ. of Science)
Assistant Takanori Koga(National Inst. of Tech. Tokuyama College) / Hideaki Misawa(National Inst. of Tech., Ube College)

Paper Information
Registration To Technical Committee on Smart Info-Media Systems / Special Interest Group on Audio Visual and Multimedia Information Processing / Technical Group on Three-Dimensional Image Technology
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Web Video Search Re-ranking Using Tag Vector
Sub Title (in English)
Keyword(1) video search
Keyword(2) re-ranking
Keyword(3) tag-based retrieval
1st Author's Name Takamasa Fujii
1st Author's Affiliation Kansai University(Kansai Univ.)
2nd Author's Name Soh Yoshida
2nd Author's Affiliation Kansai University(Kansai Univ.)
3rd Author's Name Mitsuji Muneyasu
3rd Author's Affiliation Kansai University(Kansai Univ.)
Date 2018-06-08
Paper # SIS2018-9
Volume (vol) vol.118
Number (no) SIS-73
Page pp.pp.75-80(SIS),
#Pages 6
Date of Issue 2018-05-31 (SIS)