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JPH06111006A - Individual identifying device - Google Patents

Individual identifying device

Info

Publication number
JPH06111006A
JPH06111006A JP3343380A JP34338091A JPH06111006A JP H06111006 A JPH06111006 A JP H06111006A JP 3343380 A JP3343380 A JP 3343380A JP 34338091 A JP34338091 A JP 34338091A JP H06111006 A JPH06111006 A JP H06111006A
Authority
JP
Japan
Prior art keywords
fingerprint
registered
voice
feature amount
file
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
JP3343380A
Other languages
Japanese (ja)
Inventor
Sadahiro Nagaoka
禎宏 長岡
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
HOKKAIDO NIPPON DENKI SOFTWARE KK
NEC Solution Innovators Ltd
Original Assignee
HOKKAIDO NIPPON DENKI SOFTWARE KK
NEC Software Hokkaido Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by HOKKAIDO NIPPON DENKI SOFTWARE KK, NEC Software Hokkaido Ltd filed Critical HOKKAIDO NIPPON DENKI SOFTWARE KK
Priority to JP3343380A priority Critical patent/JPH06111006A/en
Publication of JPH06111006A publication Critical patent/JPH06111006A/en
Pending legal-status Critical Current

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  • Collating Specific Patterns (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)

Abstract

PURPOSE:To dispense with storage of an identification number, etc., by limiting a fingerprint to be compared and collated by using a voice of a person to be identified, at the time of identifying an individual by using a fingerprint. CONSTITUTION:The device is provided with a means 10 for fetching a voice of a person to be identified, a means 1 for collating an input voice and a registered voice by using a registered voice file in which a voice of a specific person conforming to a certain condition is registered, a means 2 for fetching a registered fingerprint of the person selected by the means 1 from the file concerned in a registered fingerprint file group 102 in which the fingerprint of the specific person conforming to a certain condition is registered, and collating it with an input fingerprint inputted by a fingerprint input means 11, and a means 3 for using jointly the means 1 and the means 2, and executing a final discrimination of an individual. In such a way, there is an effect for dispensing with storage of discrimination, etc., for decreasing the number of registered fingerprints of an object to be compared, by using a voice of a person to be identified.

Description

【発明の詳細な説明】Detailed Description of the Invention

【0001】[0001]

【産業上の利用分野】本発明は、個人の同定を行う個人
同定装置に関する。
BACKGROUND OF THE INVENTION 1. Field of the Invention The present invention relates to an individual identification device for identifying an individual.

【0002】[0002]

【従来の技術】指紋は古くから犯罪捜査における個人の
同定作業に用いられてきており、最近では機密を要する
場所の入室管理などにも用いられ始めている。
2. Description of the Related Art Fingerprints have long been used for identifying individuals in criminal investigations, and recently they have begun to be used for entrance control of places requiring confidentiality.

【0003】犯罪捜査に用いられる場合には、容疑者の
指紋とすでに登録されているすべての指紋とを比較して
個人の同定を行っている。また、機密を要する場所の入
室管理に用いられる場合には、犯罪捜査と同様に入力指
紋とすべての登録指紋とを比較・照合していたのでは時
間的な問題があるので、個人の識別番号をキーボードか
ら入力するなどして対応する指紋を登録されている指紋
群の中から取り出し、比較対象の指紋を限定することに
よって指紋の照合に時間がかかることを避けるなどの方
法をとっている。
When used in criminal investigations, the individual's identification is made by comparing the suspect's fingerprint with all previously registered fingerprints. In addition, when it is used for entrance control in a sensitive place, comparing and collating the input fingerprint with all registered fingerprints is the same as in criminal investigation, so there is a time problem. By taking out the corresponding fingerprints from the registered fingerprint group by inputting, for example, from the keyboard and limiting the comparison target fingerprints, it is possible to avoid time-consuming collation of fingerprints.

【0004】入力指紋とすべての登録指紋とを比較・照
合する方法では、登録指紋の数が膨大な場合に照合時間
が増大し、また個人の識別番号を用いて比較する登録指
紋を限定する方法では、識別番号を覚えていなければな
らず、忘れてしまった場合にはすべての登録指紋と比較
・照合するしかないのが現状である。
In the method of comparing and collating the input fingerprint with all the registered fingerprints, the collation time increases when the number of registered fingerprints is enormous, and the registered fingerprints to be compared are limited by using the individual identification number. Then, it is necessary to remember the identification number, and in the case of forgetting it, the only situation is to compare and collate with all registered fingerprints.

【0005】[0005]

【発明が解決しようとする課題】このような従来例で
は、照合時間の増大を承知の上で入力指紋とすべての登
録指紋とを比較・照合するか、照合時間短縮のために必
ず識別番号を入力して比較する登録指紋を限定するしか
ない。個人の同定作業に時間がかかるのは問題があり、
また識別番号を覚えていなければならないのは簡素化と
いう面で問題がある。
In such a conventional example, the input fingerprint and all the registered fingerprints are compared and collated with the knowledge that the collation time is increased, or the identification number is always used to shorten the collation time. There is no choice but to limit the registered fingerprints that are input and compared. There is a problem that it takes time to identify individuals,
Also, having to remember the identification number has a problem in terms of simplification.

【0006】本発明はこのような問題点を解決するもの
で、すべての登録指紋との比較・照合を避け、比較対象
の登録指紋を限定する方法として同定対象者の音声を用
いることによって識別番号の記憶を不要にし、同定作業
を簡素化することを目的とする。
The present invention solves such a problem, and avoids comparison / collation with all registered fingerprints, and uses the voice of the identification target person as a method of limiting the registered fingerprints to be compared. The purpose is to simplify the identification work by eliminating the need for memory.

【0007】[0007]

【課題を解決するための手段】本発明は、与えられた同
定対象者の指紋をこの指紋に対応する第一特徴量に変換
する指紋入力手段を備えた個人同定装置において、与え
られた同定対象者の音声をこの音声に対応する第二特徴
量に変換する入力する音声入力手段と、所定条件を満足
する特定人物の音声に対応し上記第二特徴量と比較照合
が可能な第三特徴量があらかじめ登録されている登録音
声ファイルと、上記第二特徴量と上記第三特徴量との照
合を行う音声照合手段と、所定条件を満足する特定人物
の指紋に対応し上記第一特徴量と比較照合が可能な第四
特徴量が上記第三特徴量をインデックスとしてあらかじ
め登録されている複数個の登録指紋ファイルと、上記音
声照合手段で上記第二特徴量と上記第三特徴量との一致
が検出されたときに、この一致した第三特徴量をインデ
ックスとする登録指紋ファイルを選択し、この登録指紋
ファイルから上記第一特徴量に一致する上記第四特徴量
を抽出する指紋照合手段とを備えたことを特徴とする。
SUMMARY OF THE INVENTION The present invention provides a personal identification device provided with fingerprint input means for converting a given fingerprint of a person to be identified into a first feature amount corresponding to this fingerprint. Voice input means for converting a person's voice into a second feature amount corresponding to this voice, and a third feature amount corresponding to the voice of a specific person satisfying a predetermined condition and capable of being compared and collated with the second feature amount. Is registered in advance, a voice collating means for collating the second characteristic amount with the third characteristic amount, and the first characteristic amount corresponding to a fingerprint of a specific person who satisfies a predetermined condition. A plurality of registered fingerprint files in which the fourth feature amount capable of comparison and matching is registered in advance using the third feature amount as an index, and the second feature amount and the third feature amount are matched by the voice matching means. Is detected A fingerprint collation unit that selects a registered fingerprint file that uses the matched third feature amount as an index and extracts the fourth feature amount that matches the first feature amount from the registered fingerprint file. And

【0008】ここで、上記登録指紋ファイルは、上記第
二特徴量に対してインデックスである第三特徴量の類似
度順に上記第四特徴量が登録されても良い。
Here, in the registered fingerprint file, the fourth feature amount may be registered in the order of the similarity of the third feature amount which is an index with respect to the second feature amount.

【0009】また、上記指紋照合手段で抽出された第四
特徴量と上記指紋入力手段で変換された第一特徴量とを
再照合する個人識別手段を備えることが好ましい。
Further, it is preferable to provide personal identification means for re-matching the fourth feature quantity extracted by the fingerprint matching means with the first feature quantity converted by the fingerprint inputting means.

【0010】[0010]

【作用】音声入力手段は同定対象者の音声を取り込み、
音声照合手段は、ある条件にかなう特定の人物の音声が
登録されている登録音声ファイルを用いて入力音声と登
録音声とを照合する。指紋照合手段は、音声照合手段1
で選択された人物の登録指紋を、ある条件にかなう特定
の人物の指紋が登録れている登録指紋ファイル群の中の
該当ファイルから取り出し、指紋入力手段で入力された
入力指紋と照合する。音声照合手段と指紋照合手段との
結果を用いて、個人識手段は最終的な個人の識別を行
う。
[Operation] The voice input means captures the voice of the person to be identified,
The voice collating means collates the input voice and the registered voice using a registered voice file in which a voice of a specific person who meets a certain condition is registered. The fingerprint matching means is the voice matching means 1
The registered fingerprint of the person selected in step 1 is taken out from the corresponding file in the registered fingerprint file group in which the fingerprint of the specific person meeting certain conditions is registered, and collated with the input fingerprint input by the fingerprint input means. The personal identification means finally identifies the individual by using the results of the voice verification means and the fingerprint verification means.

【0011】[0011]

【実施例】以下、本発明の一実施例について図面を参照
して説明する。図1はこの実施例の構成を示す。図1に
示すように、この実施例は、同定対象者の音声を入力す
る音声入力手段10と、ある条件にかなう特定の人物の
音声があらかじめ登録されている登録音声ファイル10
1と、入力音声と登録音声との照合を行う音声照合手段
1と、同定対象者の指紋を入力する指紋入力手段11
と、ある条件にかなう特定の人物の指紋があらかじめ登
録されている登録指紋ファイル群102と、前述の音声
照合手段1で選択された人物の登録指紋と入力指紋の照
合を行う指紋照合手段2と、前述の音声照合手段1と指
紋照合手段2の結果によって最終的な個人の識別を行う
個人識別手段3とを備える。この実施例は、図1に示す
ように、与えられた同定対象者の指紋をこの指紋に対応
する第一特徴量に変換する指紋入力手段11を備え、さ
らに、本発明の特徴とする手段として、与えられた同定
対象者の音声をこの音声に対応する第二特徴量に変換す
る入力する音声入力手段10と、所定条件を満足する特
定人物の音声に対応し上記第二特徴量と比較照合が可能
な第三特徴量があらかじめ登録されている登録音声ファ
イル101と、上記第二特徴量と上記第三特徴量との照
合を行う音声照合手段1と、所定条件を満足する特定人
物の指紋に対応し上記第一特徴量と比較照合が可能な第
四特徴量が上記第三特徴量をインデックスとしてあらか
じめ登録されている複数個の登録指紋ファイルである登
録指紋ファイル群102と、音声照合手段1で上記第二
特徴量と上記第三特徴量との一致が検出されたときに、
この一致した第三特徴量をインデックスとする登録指紋
ファイルを選択し、この登録指紋ファイルから上記第一
特徴量に一致する上記第四特徴量を抽出する指紋照合手
段2と、指紋照合手段2で抽出された第四特徴量と指紋
入力手段11で変換された第一特徴量とを再照合する個
人識別手段3を備える。
DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS An embodiment of the present invention will be described below with reference to the drawings. FIG. 1 shows the configuration of this embodiment. As shown in FIG. 1, in this embodiment, a voice input means 10 for inputting a voice of a person to be identified and a registered voice file 10 in which a voice of a specific person who meets a certain condition is registered in advance.
1, a voice collating means 1 for collating an input voice with a registered voice, and a fingerprint input means 11 for inputting a fingerprint of a person to be identified.
And a registered fingerprint file group 102 in which a fingerprint of a specific person meeting certain conditions is registered in advance, and a fingerprint matching means 2 for matching the registered fingerprint of the person selected by the voice matching means 1 with the input fingerprint. The personal identification means 3 for finally identifying an individual based on the results of the voice verification means 1 and the fingerprint verification means 2 described above. As shown in FIG. 1, this embodiment includes fingerprint input means 11 for converting a given fingerprint of an identification target person into a first feature amount corresponding to this fingerprint, and further as a feature of the present invention. , A voice input means 10 for converting the given voice of the person to be identified into a second feature amount corresponding to this voice, and a comparison with the second feature amount corresponding to the voice of a specific person who satisfies a predetermined condition. A registered voice file 101 in which a third feature amount capable of performing the above is registered in advance, a voice collating means 1 for collating the second feature amount with the third feature amount, and a fingerprint of a specific person who satisfies a predetermined condition. The registered fingerprint file group 102, which is a plurality of registered fingerprint files registered in advance with the third feature amount as an index, which corresponds to the first feature amount and can be compared and compared with the first feature amount, and a voice collating means. In 1 When the serial match the second feature amount and the third feature amount is detected,
The fingerprint collation unit 2 that selects the registered fingerprint file that uses the matched third feature amount as an index and extracts the fourth feature amount that matches the first feature amount from the registered fingerprint file, and the fingerprint collation unit 2. The personal identification means 3 is provided for re-matching the extracted fourth characteristic amount with the first characteristic amount converted by the fingerprint input means 11.

【0012】次に、この実施例の動作を説明する。図2
は本実施例の個人同定方式の処理を示す流れ図である。
まず、音声照合手段(ステップS21)は、図3に示す
ように、音声入力手段10によって取り込まれた同定対
象者の音声(同定対象者の姓を発声したもの)が比較・
照合が可能な特徴量に変換されたもの(以下、これを入
力音声という)を得る(ステップS31)。続いて、入
力音声が登録音声ファイル101に登録されているかを
調べるために入力音声と登録音声ファイル内の登録音声
とを比較し(ステップS33)、等しくなければ次の登
録音声を得て(ステップS34)、再び比較する。この
比較処理は、等しい登録音声が見つかるかまたは登録音
声ファイル101内の登録音声のすべてと比較されるま
で続けられる(ステップS32)。すべて比較しても等
しい登録音声が見つからなければ、同定拒否する。ここ
で用いられる登録音声ファイル101には、入力音声と
同様にある条件にかなう特定の人物の音声(ある条件に
かなう特定の人物の姓を発声したもの)が比較・照合が
可能な特徴量に変換されたもの(以下、これを登録音声
という)が格納されている。続いて、指紋照合手段(ス
テップS22)では、入力音声が登録音声の中に見つか
った場合に、図4に示すように、登録指紋ファイル群1
02の中からその入力音声に対応する登録指紋が格納さ
れている登録指紋ファイルを一つ選択し(ステップS4
1)、ファイル内から該当登録指紋を取り出す(ステッ
プS42)。ここで用いられる登録指紋ファイルには、
入力音声と同様に、指紋が比較・照合が可能な特徴量に
変換されたもの(以下、これを登録指紋という)が音声
の類似度の高い順序に格納されている。次に、入力指紋
が登録指紋ファイルに登録されているかを調べるために
入力指紋と登録指紋ファイル内の登録指紋とを比較し
(ステップS44)、等しくなければ同一登録指紋ファ
イル内の次の登録指紋を得て(ステップS45)、再び
比較する。この比較処理は、等しい登録指紋が見つかる
かまたは選択された登録指紋ファイル内の登録指紋のす
べてと比較されるまで続けられる(ステップS43)。
すべて比較しても等しい登録指紋が見つからなければ同
定拒否する。
Next, the operation of this embodiment will be described. Figure 2
6 is a flow chart showing the processing of the individual identification method of the present embodiment.
First, as shown in FIG. 3, the voice collating means (step S21) compares the voices of the identification target person (speaking the surname of the identification target person) captured by the voice inputting means 10 with each other.
What is converted into a feature amount that can be collated (hereinafter referred to as input voice) is obtained (step S31). Then, in order to check whether the input voice is registered in the registered voice file 101, the input voice and the registered voice in the registered voice file are compared (step S33), and if they are not equal, the next registered voice is obtained (step S33). S34), and the comparison is performed again. This comparison process is continued until an equal registered voice is found or compared with all the registered voices in the registered voice file 101 (step S32). If the same registered voice is not found after all comparisons, the identification is rejected. In the registered voice file 101 used here, a voice of a specific person who satisfies a certain condition (a voice of a surname of a specific person who satisfies a certain condition) is used as a feature amount that can be compared and collated as in the input voice. The converted one (hereinafter referred to as a registered voice) is stored. Then, in the fingerprint collating means (step S22), when the input voice is found in the registered voice, as shown in FIG. 4, the registered fingerprint file group 1
One of the registered fingerprint files in which the registered fingerprint corresponding to the input voice is stored is selected from 02 (step S4
1) The corresponding registered fingerprint is taken out from the file (step S42). The registered fingerprint file used here is
Similar to the input voice, the fingerprints converted into feature quantities that can be compared and collated (hereinafter referred to as registered fingerprints) are stored in the order of high similarity of voices. Next, in order to check whether the input fingerprint is registered in the registered fingerprint file, the input fingerprint and the registered fingerprint in the registered fingerprint file are compared (step S44). If they are not equal, the next registered fingerprint in the same registered fingerprint file is compared. Is obtained (step S45), and the comparison is performed again. This comparison process continues until either an equal enrollment fingerprint is found or compared to all enrollment fingerprints in the selected enrollment fingerprint file (step S43).
If no identical registered fingerprint is found after all comparisons, the identification is rejected.

【0013】最後に、個人識別手段23が、音声照合手
段21と指紋照合手段22によって、同定拒否されなか
った場合にのみ行われ、最終的な個人の識別を行って処
理を終える。
Finally, the personal identification means 23 is performed only when the voice collation means 21 and the fingerprint collation means 22 do not reject the identification, and finally identifies the individual and ends the processing.

【0014】[0014]

【発明の効果】本発明は、すべての登録指紋との比較・
照合を避けることができ、また同定対象者の音声を用い
ることによって比較対象の登録指紋を限定するための識
別番号などの記憶を不要にする効果がある。
The present invention compares all registered fingerprints.
Collation can be avoided, and by using the voice of the person to be identified, there is an effect that storage of an identification number or the like for limiting the registered fingerprint to be compared becomes unnecessary.

【図面の簡単な説明】[Brief description of drawings]

【図1】本発明実施例の構成を示すブロック構成図。FIG. 1 is a block configuration diagram showing a configuration of an embodiment of the present invention.

【図2】本発明実施例の動作を示すフローチャート。FIG. 2 is a flowchart showing the operation of the embodiment of the present invention.

【図3】本発明実施例の動作を示すフローチャート。FIG. 3 is a flowchart showing the operation of the embodiment of the present invention.

【図4】本発明実施例の動作を示すフローチャート。FIG. 4 is a flowchart showing the operation of the embodiment of the present invention.

【符号の説明】[Explanation of symbols]

1 音声照合手段 2 指紋照合手段 3 個人識別手段 10 音声入力手段 11 指紋入力手段 101 登録音声ファイル 102 登録指紋ファイル群 1 Voice Matching Means 2 Fingerprint Matching Means 3 Personal Identification Means 10 Voice Input Means 11 Fingerprint Input Means 101 Registered Voice Files 102 Registered Fingerprint Files

───────────────────────────────────────────────────── フロントページの続き (51)Int.Cl.5 識別記号 庁内整理番号 FI 技術表示箇所 G10L 3/00 531 L 7627−5H ─────────────────────────────────────────────────── ─── Continuation of front page (51) Int.Cl. 5 Identification code Office reference number FI technical display location G10L 3/00 531 L 7627-5H

Claims (3)

【特許請求の範囲】[Claims] 【請求項1】 与えられた同定対象者の指紋をこの指紋
に対応する第一特徴量に変換する指紋入力手段を備えた
個人同定装置において、 与えられた同定対象者の音声をこの音声に対応する第二
特徴量に変換する入力する音声入力手段と、 所定条件を満足する特定人物の音声に対応し上記第二特
徴量と比較照合が可能な第三特徴量があらかじめ登録さ
れている登録音声ファイルと、 上記第二特徴量と上記第三特徴量との照合を行う音声照
合手段と、 所定条件を満足する特定人物の指紋に対応し上記第一特
徴量と比較照合が可能な第四特徴量が上記第三特徴量を
インデックスとしてあらかじめ登録されている複数個の
登録指紋ファイルと、 上記音声照合手段で上記第二特徴量と上記第三特徴量と
の一致が検出されたときに、この一致した第三特徴量を
インデックスとする登録指紋ファイルを選択し、この登
録指紋ファイルから上記第一特徴量に一致する上記第四
特徴量を抽出する指紋照合手段とを備えたことを特徴と
する個人同定装置。
1. A personal identification device having a fingerprint input means for converting a given fingerprint of an identification person into a first feature amount corresponding to this fingerprint, wherein a given identification person's voice corresponds to this voice. And a registered voice in which a third feature amount corresponding to a voice of a specific person who satisfies a predetermined condition and capable of being compared and collated with the second feature amount is registered in advance. A file, a voice collating means for collating the second characteristic amount with the third characteristic amount, and a fourth characteristic capable of comparing and collating with the first characteristic amount corresponding to a fingerprint of a specific person who satisfies a predetermined condition. A plurality of registered fingerprint files whose amount is registered in advance using the third feature amount as an index, and when the voice matching means detects a match between the second feature amount and the third feature amount, Matched third special Select registered fingerprint file to the amount as the index, the personal identification device characterized by comprising a fingerprint verification means for extracting the fourth feature value matching the first feature amount from the registered fingerprint file.
【請求項2】 上記登録指紋ファイルは、上記第二特徴
量に対してインデックスである第三特徴量の類似度順に
上記第四特徴量が登録された請求項1記載の個人同定装
置。
2. The personal identification device according to claim 1, wherein in the registered fingerprint file, the fourth characteristic amount is registered in order of similarity of the third characteristic amount that is an index with respect to the second characteristic amount.
【請求項3】 上記指紋照合手段で抽出された第四特徴
量と上記指紋入力手段で変換された第一特徴量とを再照
合する個人識別手段を備えた請求項1記載の個人同定装
置。
3. The personal identification device according to claim 1, further comprising personal identification means for re-collating the fourth feature quantity extracted by the fingerprint collating means with the first feature quantity converted by the fingerprint input means.
JP3343380A 1991-12-25 1991-12-25 Individual identifying device Pending JPH06111006A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
JP3343380A JPH06111006A (en) 1991-12-25 1991-12-25 Individual identifying device

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
JP3343380A JPH06111006A (en) 1991-12-25 1991-12-25 Individual identifying device

Publications (1)

Publication Number Publication Date
JPH06111006A true JPH06111006A (en) 1994-04-22

Family

ID=18361068

Family Applications (1)

Application Number Title Priority Date Filing Date
JP3343380A Pending JPH06111006A (en) 1991-12-25 1991-12-25 Individual identifying device

Country Status (1)

Country Link
JP (1) JPH06111006A (en)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2007156790A (en) * 2005-12-05 2007-06-21 Hitachi Omron Terminal Solutions Corp Authentication technique for authentication using a plurality of types of biometric information
JP2008518316A (en) * 2004-10-22 2008-05-29 コーニンクレッカ フィリップス エレクトロニクス エヌ ヴィ Method and apparatus for identification based on biometrics
US8797140B2 (en) 2007-03-02 2014-08-05 Fujitsu Limited Biometric authentication method and biometric authentication apparatus

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008518316A (en) * 2004-10-22 2008-05-29 コーニンクレッカ フィリップス エレクトロニクス エヌ ヴィ Method and apparatus for identification based on biometrics
JP4740251B2 (en) * 2004-10-22 2011-08-03 コーニンクレッカ フィリップス エレクトロニクス エヌ ヴィ Method and apparatus for identification based on biometrics
JP2007156790A (en) * 2005-12-05 2007-06-21 Hitachi Omron Terminal Solutions Corp Authentication technique for authentication using a plurality of types of biometric information
US8797140B2 (en) 2007-03-02 2014-08-05 Fujitsu Limited Biometric authentication method and biometric authentication apparatus

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