CN106778179A - A kind of identity identifying method based on the identification of ultrasonic wave lip reading - Google Patents
A kind of identity identifying method based on the identification of ultrasonic wave lip reading Download PDFInfo
- Publication number
- CN106778179A CN106778179A CN201710006640.7A CN201710006640A CN106778179A CN 106778179 A CN106778179 A CN 106778179A CN 201710006640 A CN201710006640 A CN 201710006640A CN 106778179 A CN106778179 A CN 106778179A
- Authority
- CN
- China
- Prior art keywords
- user
- signal
- lip
- mobile terminal
- lip reading
- 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.)
- Granted
Links
- 238000000034 method Methods 0.000 title claims abstract description 23
- 238000001228 spectrum Methods 0.000 claims abstract description 16
- 238000000605 extraction Methods 0.000 claims abstract description 11
- 238000001914 filtration Methods 0.000 claims 1
- 239000000700 radioactive tracer Substances 0.000 claims 1
- 230000011514 reflex Effects 0.000 claims 1
- 238000005516 engineering process Methods 0.000 abstract description 10
- 230000001815 facial effect Effects 0.000 abstract description 4
- 230000009286 beneficial effect Effects 0.000 abstract description 2
- 230000003595 spectral effect Effects 0.000 description 6
- 238000003384 imaging method Methods 0.000 description 3
- 238000010586 diagram Methods 0.000 description 2
- 238000012549 training Methods 0.000 description 2
- 238000012795 verification Methods 0.000 description 2
- 238000001514 detection method Methods 0.000 description 1
- 230000006870 function Effects 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/30—Authentication, i.e. establishing the identity or authorisation of security principals
- G06F21/31—User authentication
- G06F21/32—User authentication using biometric data, e.g. fingerprints, iris scans or voiceprints
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/30—Authentication, i.e. establishing the identity or authorisation of security principals
- G06F21/31—User authentication
Landscapes
- Engineering & Computer Science (AREA)
- Computer Security & Cryptography (AREA)
- Theoretical Computer Science (AREA)
- Computer Hardware Design (AREA)
- Software Systems (AREA)
- Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Collating Specific Patterns (AREA)
- Measurement Of The Respiration, Hearing Ability, Form, And Blood Characteristics Of Living Organisms (AREA)
Abstract
一种基于超声波唇语识别的身份认证方法,包括如下步骤:(1)信号发射源发送超声波信号,信号接收源接收来自嘴部的反射信号;(2)对采集的反射信号进行唇语特征提取,提取的唇语特征包括一段唇语事件对应的频谱特征和用户动态的嘴唇轮廓特征;(3)根据步骤(2)中提取到的唇语特征对用户进行识别与认证。本发明的有益效果为:在无需额外硬件定制的基础上,利用超声波感知的能力获取身份认证的特征参数,部署成本低,拓展了超声波技术在移动终端的应用场景;利用用户在表达相同唇语事件时行为习惯的差异性,与生物学特征相结合,解决了现有面部识别、指纹识别等技术中的安全漏洞,能够达到高效的身份认证。
An identity authentication method based on ultrasonic lip recognition, comprising the following steps: (1) a signal transmitting source sends an ultrasonic signal, and a signal receiving source receives a reflected signal from the mouth; (2) lip language feature extraction is performed on the collected reflected signal , the extracted lip features include a spectrum feature corresponding to a lip event and the user's dynamic lip contour features; (3) identifying and authenticating the user according to the lip features extracted in step (2). The beneficial effects of the present invention are: on the basis of no need for additional hardware customization, the characteristic parameters of identity authentication are obtained by using the ability of ultrasonic sensing, the deployment cost is low, and the application scene of ultrasonic technology in mobile terminals is expanded; the use of users to express the same lip language The difference in behavior habits at the time of the event, combined with biological characteristics, solves the security loopholes in existing technologies such as facial recognition and fingerprint recognition, and can achieve efficient identity authentication.
Description
技术领域technical field
本发明涉及身份认证技术领域,尤其是一种基于超声波唇语识别的身份认证方法。The invention relates to the technical field of identity authentication, in particular to an identity authentication method based on ultrasonic lip recognition.
背景技术Background technique
在当今的信息社会中,准确的身份认证技术是系统安全的必要前提。传统的身份认证技术往往是基于特征内容(文本密码、身份证ID)或者定制的识别认证物品(身份证、学生证)。然而,前者容易被采取一定的技术手段进行复制和窃取,后者则往往会出现丢失和损坏的现象。因此,在身份认证系统上引入生物学的特征信息和用户行为习惯的学习则很有必要。另一方面,现有的生物学特征信息,如面部识别、指纹识别、声纹识别可以被其他恶意用户通过拍照、复制指纹、录音等方式记录,给系统带来安全隐患。In today's information society, accurate identity authentication technology is a necessary prerequisite for system security. Traditional identity authentication technologies are often based on characteristic content (text password, ID card ID) or customized identification and authentication items (ID card, student ID card). However, the former is easy to be copied and stolen by certain technical means, while the latter is often lost and damaged. Therefore, it is necessary to introduce biological feature information and the learning of user behavior habits into the identity authentication system. On the other hand, existing biological feature information, such as facial recognition, fingerprint recognition, and voiceprint recognition, can be recorded by other malicious users by taking pictures, copying fingerprints, recording, etc., which brings security risks to the system.
发明内容Contents of the invention
本发明所要解决的技术问题在于,提供一种基于超声波唇语识别的身份认证方法,可以解决现有面部识别技术中的安全漏洞,达到高效认证。The technical problem to be solved by the present invention is to provide an identity authentication method based on ultrasonic lip recognition, which can solve the security loopholes in the existing facial recognition technology and achieve efficient authentication.
为解决上述技术问题,本发明提供一种基于超声波唇语识别的身份认证方法,包括如下步骤:In order to solve the above-mentioned technical problems, the present invention provides an identity authentication method based on ultrasonic lip recognition, comprising the following steps:
(1)信号发射源发送超声波信号,信号接收源接收来自嘴部的反射信号;(1) The signal transmitting source sends the ultrasonic signal, and the signal receiving source receives the reflected signal from the mouth;
(2)对采集的反射信号进行唇语特征提取,提取的唇语特征包括一段唇语事件对应的频谱特征和用户动态的嘴唇轮廓特征;(2) Lip feature extraction is performed on the collected reflection signal, and the extracted lip feature includes a spectrum feature corresponding to a lip event and a user's dynamic lip contour feature;
(3)根据步骤(2)中提取到的唇语特征对用户进行识别与认证。(3) Identify and authenticate the user according to the lip language features extracted in step (2).
优选的,步骤(2)中,用户动态的嘴唇轮廓特征的提取方法包括如下步骤:Preferably, in step (2), the extracting method of user's dynamic lip contour feature comprises the steps:
(1)移动终端产生超声波信号,使得超声波信号覆盖用户的面部;(1) The mobile terminal generates an ultrasonic signal so that the ultrasonic signal covers the user's face;
(2)针对一段唇语事件,对来自用户面部反射的超声波信号进行去噪过滤,获得只包含用户嘴部运动时的嘴部反射信号;一段唇语事件指用户自己定义的作为密码的一句话;(2) For a lip event, denoise and filter the ultrasonic signal reflected from the user's face to obtain a mouth reflection signal that only includes the user's mouth movement; a lip event refers to a sentence defined by the user as a password ;
(3)利用用户嘴部运动造成信号频率和相位的变化作为识别指纹信息。(3) Use the changes of signal frequency and phase caused by the user's mouth movement as the identification fingerprint information.
优选的,步骤(2)中,对于用户所表达一段特定唇语事件的提取方法包括如下步骤:Preferably, in step (2), the extraction method for a specific lip event expressed by the user comprises the following steps:
(1)对只包含嘴部运动的反射信号进行分段,获得分段信号,并提取所述分段信号的频谱特征参数,匹配对应的语音事件;(1) Segmenting the reflection signal that only includes the mouth movement, obtaining the segmented signal, and extracting the spectral characteristic parameters of the segmented signal, matching the corresponding voice event;
(2)将分段信号对应的语音事件进行联合学习,映射到对应的唇语事件。(2) The speech events corresponding to the segmented signals are jointly learned and mapped to the corresponding lip events.
优选的,步骤(3)中,用户的识别与认证包括如下步骤:Preferably, in step (3), the user's identification and authentication include the following steps:
(1)用户密码信息记录;利用移动终端记录一段用户唇语事件影响下的超声波反射信号作为识别密码;(1) User password information record; Utilize the mobile terminal to record the ultrasonic reflection signal under the influence of a user's lip language event as the identification password;
(2)频谱特征匹配;在进行用户身份认证时,用户重复同样一段唇语,通过反射信号与记录信号的特征提取、特征匹配进行身份验证;提取当前用户嘴部运动反射的信号的频谱特征,判断是否与移动终端密钥中的唇语事件频谱特征相匹配,如频谱特征不匹配,则为非法用户;(2) Spectrum feature matching; when performing user identity authentication, the user repeats the same lip language, and performs identity verification through feature extraction and feature matching of the reflected signal and the recorded signal; extract the spectral features of the signal reflected by the current user's mouth movement, Judging whether it matches the spectrum feature of the lip event in the mobile terminal key, if the spectrum feature does not match, it is an illegal user;
(3)嘴唇轮廓特征匹配:不同用户的嘴唇轮廓都是存在差异的,当唇语事件的频谱特征匹配时,需要进一步进行用户的生物学身份认证;通过对嘴部的反射信号成像,构建当前用户的动态嘴唇轮廓特征,与用户数据库该唇语事件对应的所有用户的嘴唇轮廓特征相匹配,如果匹配成功,则认证通过,反之则为非法用户。(3) Lip contour feature matching: The lip contours of different users are different. When the spectral features of lip language events match, the user's biological identity authentication needs to be further carried out; by imaging the reflected signal of the mouth, the current The user's dynamic lip profile features are matched with the lip profile features of all users corresponding to the lip event in the user database. If the matching is successful, the authentication is passed, otherwise it is an illegal user.
优选的,移动终端包括信息采集模块和解锁控制模块;其中信息采集模块包括信号发射子模块和信号接收子模块;信号发射子模块为移动终端的扬声器,发送超声波信号;信号接收子模块为移动终端的麦克风,接收来自用户面部的反射信号;解锁控制模块包括识别子模块、匹配子模块以及认证子模块;其中识别子模块对信号接收模块获取的反射信号进行实时唇语特征的提取以及移动终端访问密钥的生成;匹配子模块用于将当前访问用户的唇语特征与用户数据库的信息进行匹配,判断其是否与移动终端的预设唇语密钥相匹配;认证子模块将根据匹配程度是否超过门限值来进行身份认证,若超过门限值,则移动终端的身份认证通过,若否,则所述移动终端保持锁定状态,判定为非法用户闯入。Preferably, the mobile terminal includes an information collection module and an unlocking control module; wherein the information collection module includes a signal transmitting submodule and a signal receiving submodule; the signal transmitting submodule is a speaker of the mobile terminal, which sends ultrasonic signals; the signal receiving submodule is a mobile terminal The microphone receives the reflected signal from the user's face; the unlocking control module includes an identification sub-module, a matching sub-module and an authentication sub-module; the identification sub-module performs real-time lip language feature extraction and mobile terminal access to the reflected signal obtained by the signal receiving module Key generation; the matching submodule is used to match the lip language feature of the current access user with the information in the user database, and judge whether it matches the preset lip language key of the mobile terminal; the authentication submodule will Exceeding the threshold value is used for identity authentication. If the threshold value is exceeded, the identity authentication of the mobile terminal is passed;
本发明的有益效果为:在无需额外硬件定制的基础上,利用超声波感知的能力获取身份认证的特征参数,部署成本低,拓展了超声波技术在移动终端的应用场景;利用用户在表达相同唇语事件时行为习惯的差异性,与生物学特征相结合,解决了现有面部识别、指纹识别等技术中的安全漏洞,能够达到高效的身份认证。The beneficial effects of the present invention are: on the basis of no need for additional hardware customization, the characteristic parameters of identity authentication are obtained by using the ability of ultrasonic sensing, the deployment cost is low, and the application scene of ultrasonic technology in mobile terminals is expanded; the use of users to express the same lip language The difference in behavior habits at the time of the event, combined with biological characteristics, solves the security loopholes in existing technologies such as facial recognition and fingerprint recognition, and can achieve efficient identity authentication.
附图说明Description of drawings
图1是本发明的应用场景实例。FIG. 1 is an example of an application scenario of the present invention.
图2是本发明的的移动终端的功能模块示意图。Fig. 2 is a schematic diagram of functional modules of the mobile terminal of the present invention.
图3是本发明的唇语特征识别的方法流程示意图。Fig. 3 is a schematic flow chart of the lip language feature recognition method of the present invention.
图4是本发明的身份认证的方法流程示意图。Fig. 4 is a schematic flowchart of the identity authentication method of the present invention.
具体实施方式detailed description
如图1所示,为本发明的一个应用场景实例。首先,移动终端获取了各个用户向移动终端发送请求访问信息后,将各个用户同步传送的密钥信息传递给用户数据库,数据库对所有当前用户的密钥信息进行识别和匹配,匹配程度最高的用户身份验证通过,为该移动终端的合法使用者。其他用户为非法用户,移动终端对其保持锁定状态。As shown in FIG. 1 , it is an example of an application scenario of the present invention. First, after the mobile terminal obtains the access information sent by each user to the mobile terminal, it transfers the key information synchronously transmitted by each user to the user database. The database identifies and matches the key information of all current users, and the user with the highest matching degree If the identity verification is passed, the user is the legal user of the mobile terminal. Other users are illegal users, and the mobile terminal keeps it in a locked state.
如图2所示,为本发明移动终端的整体结构图。本发明提供的一种基于超声波进行唇语识别的身份认证技术及方法。按照功能划分为信息采集和解锁控制两大模块。其中信息采集模块包括信号发射子模块和信号接收子模块。信号发射子模块为移动终端的扬声器,发送超声波信号;信号接收子模块为移动终端的麦克风,接收来自用户面部的反射信号。解锁控制模块包括识别子模块、匹配子模块以及认证子模块。其中识别子模块对信号接收模块获取的反射信号进行实时唇语特征的提取以及移动终端访问密钥的生成。匹配子模块用于将当前访问用户的唇语特征与用户数据库的信息进行匹配,判断其是否与移动终端的预设唇语密钥相匹配。认证子模块将根据匹配程度是否超过门限值来进行身份认证,若超过门限值,则移动终端的身份认证通过,若否,则所述移动终端保持锁定状态,判定为非法用户闯入。As shown in FIG. 2 , it is an overall structural diagram of the mobile terminal of the present invention. The invention provides an identity authentication technology and method for lip recognition based on ultrasonic waves. According to the function, it is divided into two modules: information collection and unlocking control. The information collection module includes a signal transmitting sub-module and a signal receiving sub-module. The signal transmitting sub-module is the speaker of the mobile terminal, which sends ultrasonic signals; the signal receiving sub-module is the microphone of the mobile terminal, which receives the reflected signal from the user's face. The unlocking control module includes an identification submodule, a matching submodule and an authentication submodule. The identification sub-module performs real-time lip language feature extraction and mobile terminal access key generation on the reflection signal acquired by the signal receiving module. The matching sub-module is used to match the lip language feature of the currently visiting user with the information in the user database, and judge whether it matches the preset lip language key of the mobile terminal. The authentication sub-module will perform identity authentication according to whether the degree of matching exceeds a threshold value. If it exceeds the threshold value, the identity authentication of the mobile terminal is passed. If not, the mobile terminal remains in a locked state and is determined to be an illegal user intrusion.
如图3所示,一种基于超声波进行唇语识别的身份认证技术及方法的唇语特征识别的方法,包括如下步骤:As shown in Figure 3, a method of lip language feature recognition based on the identity authentication technology and method for lip language recognition based on ultrasonic waves, including the following steps:
(1)对来自用户面部反射的超声波信号进行去噪过滤,获得只包含用户嘴部运动时的嘴部反射信号。(1) Denoise and filter the ultrasonic signal reflected from the user's face to obtain a mouth reflection signal that only includes the user's mouth movement.
(2)利用超声波成像的原理,根据嘴部不同部位对超声波信号的反射、散射能力不同,构建出用户的动态嘴唇轮廓特征,作为用户的生物学特征。(2) Using the principle of ultrasonic imaging, according to the different reflection and scattering capabilities of different parts of the mouth to ultrasonic signals, the user's dynamic lip contour feature is constructed as the user's biological feature.
(3)对只包含嘴部运动的反射信号进行分段,获得分段信号,并提取所述分段信号的频谱特征参数,匹配对应的语音事件。(3) Segment the reflected signal that only contains the mouth movement to obtain the segmented signal, and extract the spectral feature parameters of the segmented signal to match the corresponding speech event.
(4)将分段信号对应的语音事件进行联合学习,映射到对应的唇语内容。(4) The speech events corresponding to the segmented signals are jointly learned and mapped to the corresponding lip language content.
如图4所示,一种基于超声波进行唇语识别的身份认证技术及方法所述的移动终端的身份认证流程方法,包括如下步骤:As shown in Figure 4, an identity authentication process method for a mobile terminal described in an identity authentication technology and method for lip language recognition based on ultrasonic waves, including the following steps:
(1)用户数据库的建立:用户选择任意唇语事件作为移动终端身份认证的密钥,并利用图3所示的唇语特征提取的方法,训练用户在讲述该唇语事件时的动态的嘴唇轮廓特征,以及相应的频谱特征。以此获取训练集,作为用户身份认证的密钥。(1) The establishment of the user database: the user selects any lip event as the key for mobile terminal identity authentication, and utilizes the lip feature extraction method shown in Figure 3 to train the dynamic lips of the user when telling the lip event Contour features, and corresponding spectral features. Use this to obtain the training set as the key for user authentication.
(2)用户的识别与认证:对于访问移动终端用户的识别,在获取了当前用户的唇语特征样本集后,分析当前用户的样本集与唇语信息数据库中训练集的匹配程度。其匹配程度的分析可细分为如下两部分:(2) User identification and authentication: For the identification of accessing mobile terminal users, after obtaining the current user's lip language feature sample set, analyze the matching degree between the current user's sample set and the training set in the lip language information database. The analysis of its matching degree can be subdivided into the following two parts:
(a)频谱特征匹配:提取当前用户嘴部运动反射的信号的频谱特征,判断是否为移动终端密钥中的唇语事件频谱特征相匹配,如频谱特征不匹配,则为非法用户,否则进入下一步。(a) Spectrum feature matching: extract the spectrum feature of the signal reflected by the current user’s mouth movement, and judge whether it matches the spectrum feature of the lip event in the mobile terminal key. If the spectrum feature does not match, it is an illegal user, otherwise enter Next step.
(b)嘴唇轮廓特征匹配:不同用户的嘴唇轮廓都是存在差异的,当唇语事件的频谱特征匹配时,需要进一步进行用户的生物学身份认证。通过对嘴部的反射信号成像,获取当前用户的动态嘴唇轮廓特征,与用户数据库该唇语事件对应的所有用户的嘴唇轮廓特征相匹配,如果匹配成功,则认证通过,反之则为非法用户。(b) Lip contour feature matching: The lip contours of different users are different. When the spectral features of lip language events match, further biological identity authentication of users is required. By imaging the reflected signal of the mouth, the dynamic lip contour features of the current user are obtained, and matched with the lip contour features of all users corresponding to the lip language event in the user database. If the matching is successful, the authentication is passed, otherwise it is an illegal user.
本发明利用用户的口型检测作为用户指纹识别,由于不需要发出声音,不会被音频记录设备记录,具有良好的安全性。唇语事件是指单词或句子,由用户自行预先设定,其他用户无法通过拍照或录音的方法获得唇语事件,可以广泛用于手机解锁、支付应用付费密码认证等领域。The invention utilizes the user's mouth-shape detection as the user's fingerprint identification, and since no sound is needed, it will not be recorded by an audio recording device, and has good security. Lip event refers to words or sentences, which are pre-set by users. Other users cannot obtain lip event by taking pictures or recording. It can be widely used in mobile phone unlocking, payment application payment password authentication and other fields.
尽管本发明就优选实施方式进行了示意和描述,但本领域的技术人员应当理解,只要不超出本发明的权利要求所限定的范围,可以对本发明进行各种变化和修改。Although the present invention has been illustrated and described in terms of preferred embodiments, those skilled in the art should understand that various changes and modifications can be made to the present invention without departing from the scope defined by the claims of the present invention.
Claims (5)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710006640.7A CN106778179B (en) | 2017-01-05 | 2017-01-05 | An identity authentication method based on ultrasonic lip recognition |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710006640.7A CN106778179B (en) | 2017-01-05 | 2017-01-05 | An identity authentication method based on ultrasonic lip recognition |
Publications (2)
Publication Number | Publication Date |
---|---|
CN106778179A true CN106778179A (en) | 2017-05-31 |
CN106778179B CN106778179B (en) | 2021-07-09 |
Family
ID=58949500
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201710006640.7A Active CN106778179B (en) | 2017-01-05 | 2017-01-05 | An identity authentication method based on ultrasonic lip recognition |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN106778179B (en) |
Cited By (15)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107358085A (en) * | 2017-07-28 | 2017-11-17 | 惠州Tcl移动通信有限公司 | A kind of unlocking terminal equipment method, storage medium and terminal device |
CN107784215A (en) * | 2017-10-13 | 2018-03-09 | 上海交通大学 | Audio unit based on intelligent terminal carries out the user authen method and system of labiomaney |
CN108021865A (en) * | 2017-11-03 | 2018-05-11 | 阿里巴巴集团控股有限公司 | The recognition methods of illegal act and device in unattended scene |
CN108959866A (en) * | 2018-04-24 | 2018-12-07 | 西北大学 | A kind of lasting identity identifying method based on high frequency sound wave frequency |
CN109446774A (en) * | 2018-09-30 | 2019-03-08 | 山东知味行网络科技有限公司 | A kind of identification application method and system |
NO20171742A1 (en) * | 2017-09-15 | 2019-03-18 | Elliptic Laboratories As | User Authentication Control |
CN109711350A (en) * | 2018-12-28 | 2019-05-03 | 武汉大学 | An identity authentication method based on lip motion and speech fusion |
CN110600058A (en) * | 2019-09-11 | 2019-12-20 | 深圳市万睿智能科技有限公司 | Method and device for awakening voice assistant based on ultrasonic waves, computer equipment and storage medium |
CN111091831A (en) * | 2020-01-08 | 2020-05-01 | 上海交通大学 | Silent lip language recognition method and system |
CN111552941A (en) * | 2020-04-22 | 2020-08-18 | 歌尔科技有限公司 | Terminal unlocking method and device, electronic equipment and readable storage medium |
CN111563244A (en) * | 2020-04-29 | 2020-08-21 | 武汉大学 | Authentication method, apparatus, computer equipment and storage medium |
CN113011245A (en) * | 2021-01-28 | 2021-06-22 | 南京大学 | Lip language recognition system and method based on ultrasonic sensing and knowledge distillation |
WO2022028207A1 (en) * | 2020-08-03 | 2022-02-10 | 华为技术有限公司 | Speech recognition method, apparatus, device and system, and computer readable storage medium |
CN114676735A (en) * | 2022-04-21 | 2022-06-28 | 歌尔股份有限公司 | Lip language identification method and device and computer readable storage medium |
CN115424608A (en) * | 2022-08-25 | 2022-12-02 | 深圳大学 | Method and system for identity verification based on machine learning |
Citations (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102200829A (en) * | 2010-03-24 | 2011-09-28 | 南京大学 | Body movement recognition device used for virtual reality input |
CN103226386A (en) * | 2013-03-13 | 2013-07-31 | 广东欧珀移动通信有限公司 | A gesture recognition method and system based on a mobile terminal |
CN103885590A (en) * | 2014-03-10 | 2014-06-25 | 可牛网络技术(北京)有限公司 | Method and user equipment for obtaining user instructions |
CN103970260A (en) * | 2013-01-31 | 2014-08-06 | 华为技术有限公司 | Non-contact gesture control method and electronic terminal equipment |
CN104200146A (en) * | 2014-08-29 | 2014-12-10 | 华侨大学 | Identity verifying method with video human face and digital lip movement password combined |
CN104657650A (en) * | 2015-01-06 | 2015-05-27 | 三星电子(中国)研发中心 | Method and device for data input or authentication |
CN105787428A (en) * | 2016-01-08 | 2016-07-20 | 上海交通大学 | Method for lip feature-based identity authentication based on sparse coding |
WO2016139655A1 (en) * | 2015-03-01 | 2016-09-09 | I Am Real Ltd. | Method and system for preventing uploading of faked photos |
-
2017
- 2017-01-05 CN CN201710006640.7A patent/CN106778179B/en active Active
Patent Citations (8)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102200829A (en) * | 2010-03-24 | 2011-09-28 | 南京大学 | Body movement recognition device used for virtual reality input |
CN103970260A (en) * | 2013-01-31 | 2014-08-06 | 华为技术有限公司 | Non-contact gesture control method and electronic terminal equipment |
CN103226386A (en) * | 2013-03-13 | 2013-07-31 | 广东欧珀移动通信有限公司 | A gesture recognition method and system based on a mobile terminal |
CN103885590A (en) * | 2014-03-10 | 2014-06-25 | 可牛网络技术(北京)有限公司 | Method and user equipment for obtaining user instructions |
CN104200146A (en) * | 2014-08-29 | 2014-12-10 | 华侨大学 | Identity verifying method with video human face and digital lip movement password combined |
CN104657650A (en) * | 2015-01-06 | 2015-05-27 | 三星电子(中国)研发中心 | Method and device for data input or authentication |
WO2016139655A1 (en) * | 2015-03-01 | 2016-09-09 | I Am Real Ltd. | Method and system for preventing uploading of faked photos |
CN105787428A (en) * | 2016-01-08 | 2016-07-20 | 上海交通大学 | Method for lip feature-based identity authentication based on sparse coding |
Cited By (26)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107358085A (en) * | 2017-07-28 | 2017-11-17 | 惠州Tcl移动通信有限公司 | A kind of unlocking terminal equipment method, storage medium and terminal device |
CN111095964B (en) * | 2017-09-15 | 2023-09-29 | 艾力普提实验室公司 | Method for initiating authentication process on electronic device, electronic device and readable medium |
NO347923B1 (en) * | 2017-09-15 | 2024-05-13 | Elliptic Laboratories Asa | User Authentication Control |
CN111095964A (en) * | 2017-09-15 | 2020-05-01 | 艾力普提实验室公司 | User authentication control using ultrasound |
NO20171742A1 (en) * | 2017-09-15 | 2019-03-18 | Elliptic Laboratories As | User Authentication Control |
CN107784215A (en) * | 2017-10-13 | 2018-03-09 | 上海交通大学 | Audio unit based on intelligent terminal carries out the user authen method and system of labiomaney |
CN108021865B (en) * | 2017-11-03 | 2020-02-21 | 阿里巴巴集团控股有限公司 | Method and device for identifying illegal behaviors in unattended scene |
CN108021865A (en) * | 2017-11-03 | 2018-05-11 | 阿里巴巴集团控股有限公司 | The recognition methods of illegal act and device in unattended scene |
US10783362B2 (en) | 2017-11-03 | 2020-09-22 | Alibaba Group Holding Limited | Method and apparatus for recognizing illegal behavior in unattended scenario |
US10990813B2 (en) | 2017-11-03 | 2021-04-27 | Advanced New Technologies Co., Ltd. | Method and apparatus for recognizing illegal behavior in unattended scenario |
CN108959866A (en) * | 2018-04-24 | 2018-12-07 | 西北大学 | A kind of lasting identity identifying method based on high frequency sound wave frequency |
CN108959866B (en) * | 2018-04-24 | 2020-10-23 | 西北大学 | Continuous identity authentication method based on high-frequency sound wave frequency |
CN109446774A (en) * | 2018-09-30 | 2019-03-08 | 山东知味行网络科技有限公司 | A kind of identification application method and system |
CN109711350A (en) * | 2018-12-28 | 2019-05-03 | 武汉大学 | An identity authentication method based on lip motion and speech fusion |
CN109711350B (en) * | 2018-12-28 | 2023-04-07 | 武汉大学 | Identity authentication method based on lip movement and voice fusion |
CN110600058A (en) * | 2019-09-11 | 2019-12-20 | 深圳市万睿智能科技有限公司 | Method and device for awakening voice assistant based on ultrasonic waves, computer equipment and storage medium |
CN111091831A (en) * | 2020-01-08 | 2020-05-01 | 上海交通大学 | Silent lip language recognition method and system |
CN111091831B (en) * | 2020-01-08 | 2023-04-07 | 上海交通大学 | Silent lip language recognition method and system |
CN111552941B (en) * | 2020-04-22 | 2022-04-26 | 歌尔科技有限公司 | Terminal unlocking method and device, electronic equipment and readable storage medium |
CN111552941A (en) * | 2020-04-22 | 2020-08-18 | 歌尔科技有限公司 | Terminal unlocking method and device, electronic equipment and readable storage medium |
CN111563244A (en) * | 2020-04-29 | 2020-08-21 | 武汉大学 | Authentication method, apparatus, computer equipment and storage medium |
WO2022028207A1 (en) * | 2020-08-03 | 2022-02-10 | 华为技术有限公司 | Speech recognition method, apparatus, device and system, and computer readable storage medium |
CN113011245A (en) * | 2021-01-28 | 2021-06-22 | 南京大学 | Lip language recognition system and method based on ultrasonic sensing and knowledge distillation |
CN113011245B (en) * | 2021-01-28 | 2023-12-12 | 南京大学 | Lip language identification system and method based on ultrasonic sensing and knowledge distillation |
CN114676735A (en) * | 2022-04-21 | 2022-06-28 | 歌尔股份有限公司 | Lip language identification method and device and computer readable storage medium |
CN115424608A (en) * | 2022-08-25 | 2022-12-02 | 深圳大学 | Method and system for identity verification based on machine learning |
Also Published As
Publication number | Publication date |
---|---|
CN106778179B (en) | 2021-07-09 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN106778179A (en) | A kind of identity identifying method based on the identification of ultrasonic wave lip reading | |
Ali et al. | Edge-centric multimodal authentication system using encrypted biometric templates | |
EP3807792B1 (en) | Authenticating an identity of a person | |
Kim et al. | Person authentication using face, teeth and voice modalities for mobile device security | |
CN104361276B (en) | A kind of multi-modal biological characteristic identity identifying method and system | |
CN105991593B (en) | A kind of method and device identifying consumer's risk | |
CN109920435B (en) | Voiceprint recognition method and voiceprint recognition device | |
Duraibi | Voice biometric identity authentication model for IoT devices | |
CN104517066A (en) | Folder encrypting method | |
US11694693B2 (en) | Methods and systems for processing audio signals containing speech data | |
CN110334497B (en) | Display interface switching method, wearable electronic device and storage medium | |
CN103177238A (en) | Terminal and user identifying method | |
CN112491844A (en) | Voiceprint and face recognition verification system and method based on trusted execution environment | |
CN107452166B (en) | Library book borrowing method and device based on voiceprint recognition | |
CN105138886B (en) | Robot biometric identification system | |
Alegre et al. | Evasion and obfuscation in automatic speaker verification | |
CN108880815A (en) | Auth method, device and system | |
Kartik et al. | Multimodal biometric person authentication system using speech and signature features | |
CN111611569A (en) | Face voiceprint rechecking terminal and identity authentication method thereof | |
CN112769872B (en) | Conference system access method and system based on audio and video feature fusion | |
Memon | Multi-layered multimodal biometric authentication for smartphone devices | |
Can et al. | A Review of Recent Machine Learning Approaches for Voice Authentication Systems | |
BR102014023647A2 (en) | method and system for fraud detection in voice processing based applications | |
Kumar et al. | A Review on Nonvocal Password Recognition using Lip analysis Strategy. | |
Sivaraman | FSGAN-Key: A Novel Frequency-Shifted Generative Adversarial Network Using Voice Features for Cryptographic Key |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |