| Presentation | 2016-09-06 Evaluation Metrics for Saliency Map Compensating Center-Bias Effect Takao Yamanaka, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In order to evaluate the saliency maps (a probabilistic map of an image to predict human-eye fixations), a wide variety of evaluation metrics are utilized. Among them, sAUC (shuffled Area Under the Curve) has been most widely employed, because it compensates the center-bias effect, which is the tendency to look around the center of an image when a person looks at the image. In this paper, an evaluation method compensating center-bias effect is proposed for the metrics other than sAUC. It was confirmed that the proposed method can be utilized for the evaluation compensating center-bias effect with publicly available databases. Thus, an evaluation metric for saliency maps can be selected considering the properties other than the compensationability of the center-bias effect, such as differentiability of the metric. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Saliency Map / Fixation / Evaluation Metric |
| Paper # | PRMU2016-76,IBISML2016-31 |
| Date of Issue | 2016-08-29 (PRMU, IBISML) |
| Conference Information | |
| Committee | PRMU / IPSJ-CVIM / IBISML |
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| Conference Date | 2016/9/5(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Eisaku Maeda(NTT) / / Kenji Fukumizu(ISM) |
| Vice Chair | Seiichi Uchida(Kyushu Univ.) / Hironobu Fujiyoshi(Chubu Univ.) / / Masashi Sugiyama(Univ. of Tokyo) / Hisashi Kashima(Kyoto Univ.) |
| Secretary | Seiichi Uchida(Kyoto Univ.) / Hironobu Fujiyoshi(NTT) / / Masashi Sugiyama(Univ. of Tokyo) / Hisashi Kashima(Nagoya Inst. of Tech.) |
| Assistant | Masaki Oonishi(AIST) / Takuya Funatomi(NAIST) / / Toshihiro Kamishima(AIST) / Tomoharu Iwata(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Special Interest Group on Computer Vision and Image Media / Technical Committee on Infomation-Based Induction Sciences and Machine Learning |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Evaluation Metrics for Saliency Map Compensating Center-Bias Effect |
| Sub Title (in English) | |
| Keyword(1) | Saliency Map |
| Keyword(2) | Fixation |
| Keyword(3) | Evaluation Metric |
| 1st Author's Name | Takao Yamanaka |
| 1st Author's Affiliation | Sophia University(Sophia Univ.) |
| Date | 2016-09-06 |
| Paper # | PRMU2016-76,IBISML2016-31 |
| Volume (vol) | vol.116 |
| Number (no) | PRMU-208,IBISML-209 |
| Page | pp.pp.173-178(PRMU), pp.173-178(IBISML), |
| #Pages | 6 |
| Date of Issue | 2016-08-29 (PRMU, IBISML) |