Presentation | 2018-06-08 Web Video Search Re-ranking Using Tag Vector Takamasa Fujii, Soh Yoshida, Mitsuji Muneyasu, |
---|---|
PDF Download Page | PDF download Page Link |
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) |