Presentation | 2015-03-20 Specific Object Search Based On Result Re-ranking Using Region-of-interest Information Masaya MURATA, Hidehisa NAGANO, Takahito KAWANISHI, Kaoru HIRAMATSU, Kunio KASHINO, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this paper we first explain our retrieval approach for the specific object search task based on image queries. We then propose a methodology to effectively utilize the region-of-interest (ROI) information that is supposed to also input to the search system. Our proposed method is a search result re-ranking and the top K results in the initial search result ranking ordered by using image features within the ROI are re-ranked by using image features outside the ROI. This new approach is expected to alleviate a topic drift induced by the background information in the image query and to contribute for the improvement in the search accuracy compared with the standard approach that utilizes the background information simultaneously with the specific object information. The experimental evaluation using the TRECVID instance search task dataset shows the ameliorated search precision. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Specific object search / Region-of-interest (ROI) / Search result re-ranking / Instance search / TRECVID |
Paper # | BioX2014-80,PRMU2014-200 |
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Committee | PRMU |
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Conference Date | 2015/3/12(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Pattern Recognition and Media Understanding (PRMU) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Specific Object Search Based On Result Re-ranking Using Region-of-interest Information |
Sub Title (in English) | |
Keyword(1) | Specific object search |
Keyword(2) | Region-of-interest (ROI) |
Keyword(3) | Search result re-ranking |
Keyword(4) | Instance search |
Keyword(5) | TRECVID |
1st Author's Name | Masaya MURATA |
1st Author's Affiliation | NTT Communication Science Laboratories() |
2nd Author's Name | Hidehisa NAGANO |
2nd Author's Affiliation | NTT Communication Science Laboratories |
3rd Author's Name | Takahito KAWANISHI |
3rd Author's Affiliation | NTT Communication Science Laboratories |
4th Author's Name | Kaoru HIRAMATSU |
4th Author's Affiliation | NTT Communication Science Laboratories |
5th Author's Name | Kunio KASHINO |
5th Author's Affiliation | NTT Communication Science Laboratories |
Date | 2015-03-20 |
Paper # | BioX2014-80,PRMU2014-200 |
Volume (vol) | vol.114 |
Number (no) | 521 |
Page | pp.pp.- |
#Pages | 5 |
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