Presentation | 2018-01-18 Comparison between saliency maps using top-down and bottom-up factors Shoichi Adachi, Aya Shiraiwa, Shigang Li, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | It is known that humans possess the ability to analyze complex scenes in real time. Based on this ability, saliency maps have been proposed that visualize the saliency of such scenes. In recent years, research using saliency maps has been actively conducted. In this study, we analyze the attention of humans while driving a car with a saliency map, using bottom-up factors for differentiating among colors and shapes, and top-down factors determined by deep learning. Furthermore, both subjective and objective evaluations are conducted to compare and evaluate the saliency maps in terms of each factor for attention analysis. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Saliency Map / Deep Learning / Gaze measurement |
Paper # | PRMU2017-120,MVE2017-41 |
Date of Issue | 2018-01-11 (PRMU, MVE) |
Conference Information | |
Committee | PRMU / MVE / IPSJ-CVIM |
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Conference Date | 2018/1/18(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Shinichi Sato(NII) / Yoshinari Kameda(Univ. of Tsukuba) |
Vice Chair | Hironobu Fujiyoshi(Chubu Univ.) / Yoshihisa Ijiri(Omron) / Kenji Mase(Nagoya Univ.) |
Secretary | Hironobu Fujiyoshi(AIST) / Yoshihisa Ijiri(NAIST) / Kenji Mase(Kyoto Univ.) / (NTT) |
Assistant | Masato Ishii(NEC) / Yusuke Sugano(Osaka Univ.) / Takatsugu Hirayama(Nagoya Univ.) / Ryosuke Aoki(NTT) |
Paper Information | |
Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Media Experience and Virtual Environment / Special Interest Group on Computer Vision and Image Media |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Comparison between saliency maps using top-down and bottom-up factors |
Sub Title (in English) | |
Keyword(1) | Saliency Map |
Keyword(2) | Deep Learning |
Keyword(3) | Gaze measurement |
1st Author's Name | Shoichi Adachi |
1st Author's Affiliation | Tottori University(Tottori Univ.) |
2nd Author's Name | Aya Shiraiwa |
2nd Author's Affiliation | Tottori University(Tottori Univ.) |
3rd Author's Name | Shigang Li |
3rd Author's Affiliation | Hirosima City University(Hirosima City Univ.) |
Date | 2018-01-18 |
Paper # | PRMU2017-120,MVE2017-41 |
Volume (vol) | vol.117 |
Number (no) | PRMU-391,MVE-392 |
Page | pp.pp.75-80(PRMU), pp.75-80(MVE), |
#Pages | 6 |
Date of Issue | 2018-01-11 (PRMU, MVE) |