| Presentation | 2016-08-18 A Study of Estimation of False Accept Rate for Biometric Performance Evaluation Shigefumi Yamada, Shinzaki Takashi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Evaluations of biometric performance are performed by using biometric dataset actually collected from subjects being tested. The number of necessary biometric data is determined by the desired biometric performance, the false accept error (FAR) and the false reject rate (FRR). When estimating algorithm with low FAR, it is necessary to gather subjects on a large scale, and the cost of the data collection will become often a problem. It is required that the method to estimate the low FAR from small collected data makes the performance evaluations efficient. In this paper, we propose a new scheme of estimation of the FAR to fit the tail of imposter score distribution to generalized Pareto distributions and to evaluate values and a confidence interval of FAR by using bootstrap method, and evaluated our scheme by applying to fingerprint recognition. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Biometrics / Fingerprint recognition / False Accept Rate (FAR) / Performance evaluation / Estimation of the number of collected data for performance evaluation |
| Paper # | BioX2016-7 |
| Date of Issue | 2016-08-11 (BioX) |
| Conference Information | |
| Committee | BioX |
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| Conference Date | 2016/8/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Biometrics, etc. |
| Chair | Masakatsu Nishigaki(Shizuoka Univ.) |
| Vice Chair | Akira Otsuka(AIST) / Hiroshi Takano(Toyama Pref. Univ.) |
| Secretary | Akira Otsuka(NEC) / Hiroshi Takano(AIST) |
| Assistant | Masatsugu Ichino(Univ. of Electro-Comm.) / Naoyuki Takada(Secom) / Takahiro Aoki(Fujitsu Labs.) |
| Paper Information | |
| Registration To | Technical Committee on Biometrics |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study of Estimation of False Accept Rate for Biometric Performance Evaluation |
| Sub Title (in English) | |
| Keyword(1) | Biometrics |
| Keyword(2) | Fingerprint recognition |
| Keyword(3) | False Accept Rate (FAR) |
| Keyword(4) | Performance evaluation |
| Keyword(5) | Estimation of the number of collected data for performance evaluation |
| 1st Author's Name | Shigefumi Yamada |
| 1st Author's Affiliation | FUJITSU LABORATORIES LTD.(FUJITSU LAB.) |
| 2nd Author's Name | Shinzaki Takashi |
| 2nd Author's Affiliation | FUJITSU LABORATORIES LTD.(FUJITSU LAB.) |
| Date | 2016-08-18 |
| Paper # | BioX2016-7 |
| Volume (vol) | vol.116 |
| Number (no) | BioX-182 |
| Page | pp.pp.1-5(BioX), |
| #Pages | 5 |
| Date of Issue | 2016-08-11 (BioX) |