WO2016110061A1 - Terminal unlocking method and device based on eye print recognition - Google Patents

Terminal unlocking method and device based on eye print recognition Download PDF

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Publication number
WO2016110061A1
WO2016110061A1 PCT/CN2015/082107 CN2015082107W WO2016110061A1 WO 2016110061 A1 WO2016110061 A1 WO 2016110061A1 CN 2015082107 W CN2015082107 W CN 2015082107W WO 2016110061 A1 WO2016110061 A1 WO 2016110061A1
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Prior art keywords
user
eye pattern
eye
terminal
information
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PCT/CN2015/082107
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French (fr)
Chinese (zh)
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张本好
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中兴通讯股份有限公司
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Publication of WO2016110061A1 publication Critical patent/WO2016110061A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/30Authentication, i.e. establishing the identity or authorisation of security principals
    • G06F21/31User authentication
    • G06F21/32User authentication using biometric data, e.g. fingerprints, iris scans or voiceprints

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  • the present invention relates to the field of communications technologies, and in particular, to a terminal unlocking method and apparatus based on eye pattern recognition.
  • Locking and unlocking is an important application for smart terminals.
  • the locking and unlocking function with strong robustness is of great significance for protecting the privacy of users in intelligent terminals.
  • the solution mainly captures the activity track of the user's eyeball, compares the activity track of the user's eyeball with the pre-stored position information, and if the user's eyeball's activity track coincides with the position information, the unlocking operation is performed.
  • the information input by the end user for unlocking is not unique, that is, voiceprint, sliding gesture, face They are all available through simulation. Therefore, the existing unlocking method is less secure.
  • the embodiment of the invention provides a terminal unlocking method and device based on eye pattern recognition, so as to at least solve the problem that the unlocking mode in the related art has low security.
  • An embodiment of the present invention provides a terminal unlocking method based on eye pattern recognition, which includes: collecting eye tracking information of a user through a terminal sensor; wherein the eye pattern information includes: a position of a user's eyeball, a position of an eyelid, and The eye pattern feature determines whether the collected eye pattern information is successfully matched with the pre-stored eye pattern information; if the matching is successful, the terminal system is notified to perform the unlocking operation.
  • the method further includes: if the matching is successful, correcting the pre-stored eye pattern information according to the eye sensor information collected by the terminal sensor.
  • the method includes: if the matching is unsuccessful, re-passing the terminal sensor, collecting the eye pattern information of the user, or performing alarm processing according to the preset alarm policy.
  • re-passing the terminal sensor to collect the eyeprint information of the user further includes: accumulating the number of times of collecting the eyeprint information of the user through the terminal sensor; determining whether the accumulated number of times reaches the pre-predetermined The threshold of the number of collections is set; if yes, the alarm processing is performed according to the preset alarm policy; if not, the user's eye pattern information is collected through the terminal sensor.
  • the collecting, by the terminal sensor, the user's eye pattern information includes: collecting a user's face image through the terminal sensor; determining, in the user's face image, the position of the eye and the position of the eyelid; The position is processed to extract an eyeball region to determine the position of the eyeball; the eyeball image is extracted by processing the eyeball region; and the eyeprint feature is extracted from the eyeprint image based on the Markov model.
  • the embodiment of the present invention further provides a terminal unlocking device based on eye mark recognition, comprising: an collecting module, configured to collect eyelet information of a user through a terminal sensor; wherein the eyeprint information comprises: a position of a user's eyeball a judging module, configured to determine whether the collected eye pattern information and the pre-stored eye pattern information are successfully matched; and the notification module is configured to be determined when the judging module determines that the matching is successful , notify the terminal system to perform the unlock operation.
  • a terminal unlocking device based on eye mark recognition, comprising: an collecting module, configured to collect eyelet information of a user through a terminal sensor; wherein the eyeprint information comprises: a position of a user's eyeball a judging module, configured to determine whether the collected eye pattern information and the pre-stored eye pattern information are successfully matched; and the notification module is configured to be determined when the judging module determines that the matching is successful , notify the terminal system to perform the unlock operation.
  • the device further includes a correction module, configured to correct the pre-stored eye pattern information according to the eye sensor information collected by the terminal sensor when the determining module determines that the matching is successful.
  • the device further includes a re-acquisition and alarm module, configured to: when the judging module determines that the matching is successful, invoke the collecting module, and re-use the terminal sensor to collect the user's eye pattern information; or according to the preset alarm policy. , perform alarm processing.
  • a re-acquisition and alarm module configured to: when the judging module determines that the matching is successful, invoke the collecting module, and re-use the terminal sensor to collect the user's eye pattern information; or according to the preset alarm policy. , perform alarm processing.
  • the re-acquisition and alarm module is further configured to: collect the number of times the collection module re-acquires the user's eye-grain information through the terminal sensor; and determine whether the accumulated number of times reaches a preset collection number threshold; if yes, The alarm processing is performed according to the preset alarm policy; if not, the collection module is called, and the user's eye pattern information is collected through the terminal sensor.
  • the collecting module is configured to: collect a user facial image by using a terminal sensor; determine a position of the eye and a position of the eyelid in the user facial image; and extract the eyeball by processing the position of the eye a region to determine a position of the eyeball; an eyeprint image is extracted by processing the eyeball region; and an eyeprint feature is extracted from the eyeprint image based on a Markov model.
  • the embodiment of the present invention pre-stores the eye pattern information of the user; when the user needs to unlock the terminal, triggers the collection of the user's eye pattern information; if the collected eye pattern information matches the stored eye pattern information, the terminal system performs an unlocking operation; , the unlock operation is not performed. Because the eye pattern information is unique, the present invention increases the security of terminal unlocking.
  • FIG. 1 is a flowchart of a method for unlocking a terminal based on eye pattern recognition according to an embodiment of the present invention
  • FIG. 2 is a flow chart showing the steps of storing eyeprint information according to an embodiment of the present invention
  • FIG. 3 is a flow chart showing steps of unlocking a terminal based on eye pattern recognition according to an embodiment of the invention
  • FIG. 4 is a structural diagram of a terminal unlocking device based on eye pattern recognition according to an embodiment of the present invention.
  • the main idea of the present invention is to pre-store the user's eye pattern information; when the user needs to unlock the terminal, trigger the collection of the user's eye pattern information; if the collected eye pattern information matches the stored eye pattern information, the terminal system performs the unlocking. Operation; otherwise, the unlock operation is not performed.
  • the eye pattern information of the person is unique, and the eye pattern recognition is not interfered by environmental factors, the information collection is also very convenient, so the accuracy of the eye pattern recognition is high, and the security of the terminal can be increased.
  • FIG. 1 is a flowchart of a method for unlocking a terminal based on eye pattern recognition according to an embodiment of the present invention.
  • Step S110 collecting eyeprint information of the user through the terminal sensor.
  • the eye pattern information includes: the position of the user's eyeball, the position of the eyelid, and the eye pattern.
  • the terminal sensor can be a terminal external sensor or a terminal built-in sensor.
  • the built-in sensor is, for example, a terminal camera.
  • the terminal sensor collects image data of the user's eyes, and based on the image processing technology, obtains the position of the user's eyeball, the position of the eyelid, and the eye pattern.
  • step S120 it is determined whether the collected eye pattern information and the pre-stored eye pattern information match successfully. If yes, step S130 is performed; if no, step S140 is performed.
  • Matching success means that the collected eyeball position is the same as the pre-stored eyeball position, the collected eyelid position is the same as the pre-stored eyelid position, and the acquired eyeprint feature matches the pre-stored eyeprint feature by more than or equal to the preset Match the threshold.
  • Unsuccessful matching means that the acquired eyeball position is different from the pre-stored eyeball position, the collected eyelid position is different from the pre-stored eyelid position, or the acquired eyeprint feature matches the pre-stored eyeprint feature. Less than the preset matching threshold.
  • Step S130 notifying the terminal system to perform an unlocking operation.
  • step S140 the eye sensor information of the user is collected through the terminal sensor, or the alarm processing is performed according to the preset alarm policy.
  • the cumulative number of times the user collects the eyeprint information of the user through the terminal sensor determines whether the accumulated number of times reaches the preset number of collection times; if yes, performs alarm processing according to the preset alarm policy; if not, re-passes the terminal sensor
  • the user's eye pattern information is collected, that is, step S110 is re-executed.
  • the cumulative number of times is 0; when the user's eye pattern information is collected for the second time, the first re-acquisition is started, and the cumulative number of times is 1; the third time collecting the user When the eye pattern information is started, the second re-acquisition is started, and the cumulative number of times is 2.
  • the alarm processing is performed according to the preset alarm policy, including: pre-configuring an alarm policy including an alarm processing method; and executing the alarm processing method when the accumulated number of times reaches the collection threshold.
  • the alarm processing method includes, but is not limited to, prompting the user to unlock the terminal within a preset time period; automatically sending information to the preset contact that the terminal is illegally unlocked; issuing an alarm prompt tone; and deleting data in the terminal system.
  • the terminal is an intelligent terminal.
  • FIG. 2 is a flow chart showing the steps of storing eyeprint information according to an embodiment of the present invention.
  • step S210 the user selects registration eye pattern information in the smart terminal.
  • the number of users who register eyeprint information in the smart terminal may be plural.
  • the number of users allowed to be registered is set by the owner of the smart terminal. These users who register eye tracking information are legitimate users who can unlock the smart terminal.
  • step S220 the user's face image is obtained by calling the smart terminal camera.
  • the smart terminal captures one or more user facial images through the camera; during the shooting process, the camera maintains a certain distance from the user, and the camera uses different exposure brightness to shoot.
  • the distance between the camera and the user's face is 20 cm to 50 cm.
  • Step S230 analyzing the user's eye pattern information based on the user's face image.
  • the user's eye pattern information can be obtained.
  • Step 1 In the user's face image, determine the position of the user's eyes and the position of the user's eyelids. Further, in the face image of the user, the position of the user's eyes and the position of the user's eyelid are determined by the face detection and the human eye detection algorithm. Such as the outline of the eyelids.
  • step 2 the position of the eye is processed, and the eyeball area is extracted to determine the position of the eyeball. Further, an image segmentation algorithm may be used to process the position of the user's eyes, extract the user's eyeball region, and determine the position of the user's eyeball; such as the contour of the two eyeballs and the distance between the two eyeballs.
  • step 3 the eyeball area is processed to extract an eye pattern image. Further, the user's eyeball region is binarized to extract the user's eyeprint image.
  • step 4 based on the Markov model, the eye pattern feature is extracted from the user's eye pattern image.
  • the image processing result in accordance with the image selection condition is selected as the eye pattern information.
  • the image selection condition is a criterion for selecting an image to conform to in order to select an appropriate image to obtain eye contour information. Specific image selection conditions can be set as needed. For example, the brightness of the image is in the preset brightness range, so that the image cannot be too dark or too bright.
  • step S240 the eye pattern information is stored in a local database of the smart terminal.
  • the purpose of setting access rights is to enable the terminal owner to read and write the eye pattern information, and other users other than the owner cannot read and write the eye pattern information, thereby ensuring that the eye pattern information is not illegally falsified. Increase the security of the terminal.
  • FIG. 3 is a flow chart showing the steps of unlocking a terminal based on eye pattern recognition according to an embodiment of the invention.
  • Step S310 triggering the smart terminal to unlock the task.
  • the smart terminal unlocking task is started by the user's operation. This operation is, for example, clicking a preset button.
  • Step S320 obtaining a user face image by calling a camera of the smart terminal.
  • Step S330 analyzing the user's eye pattern information based on the user's face image.
  • steps S320 and S330 For specific implementations of steps S320 and S330, steps S220 and S230 may be referred to, respectively.
  • step S340 the analyzed eye pattern information is matched in the local database of the smart terminal.
  • Step S350 determining whether there is eye pattern information matching the analyzed eye pattern information in the local database. If yes, step S360 is performed; if yes, step S370 is performed.
  • step S360 the smart terminal system performs an unlocking operation.
  • the unlocking may be performed according to the current unlocking.
  • the eye pattern information corrects the eye pattern in the local database, increases the correctness of the stored eye pattern information, and reduces the failure rate of the user's eye pattern information matching.
  • step S370 the smart terminal system does not perform the unlocking operation, and the number of times is accumulated.
  • step S380 it is determined whether the current accumulated number of times reaches the collection number threshold. If yes, step S390 is performed. If no, step S320 is performed.
  • the user may also be prompted to have an eye pattern information error, please re-collect the eye pattern information.
  • Step S390 sending alarm information to the preset contact.
  • the invention also provides a terminal unlocking device based on eye pattern recognition.
  • the device is set up with the terminal.
  • 4 is a structural diagram of a terminal unlocking device based on eye pattern recognition according to an embodiment of the present invention.
  • the device includes:
  • the acquisition module 410 is configured to collect the eye pattern information of the user through the terminal sensor.
  • the eye pattern information includes: the position of the user's eyeball, the position of the eyelid, and the eye pattern.
  • the determining module 420 is configured to determine whether the collected eye pattern information and the pre-stored eye pattern information are successfully matched.
  • the notification module 430 is configured to notify the terminal system to perform an unlocking operation if the determining module 420 determines that the collected eye pattern information matches the pre-stored eye pattern information.
  • the retrieving and alarming module 440 is configured to, when the determining module 420 determines that the collected eye pattern information does not match the pre-stored eye pattern information, invoke the collecting module 410 to re-acquire the user's eye pattern information through the terminal sensor; or The alarm processing is performed according to the preset alarm policy.
  • the re-acquisition and alarm module 440 is further configured to accumulate the number of times the collection module 410 re-acquires the user's eye-grain information through the terminal sensor; whether the accumulated number of times reaches the preset collection number threshold; if yes, according to the preset The alarm policy performs alarm processing; if not, the acquisition module is called again, and the user's eye pattern information is collected again through the terminal sensor.
  • the apparatus further includes a correction module (not shown) configured to correct the pre-stored eye pattern information based on the terminal sensor collecting the user's eye pattern information if the matching is successful.
  • a correction module (not shown) configured to correct the pre-stored eye pattern information based on the terminal sensor collecting the user's eye pattern information if the matching is successful.
  • the apparatus further includes a setting module (not shown) configured to set an access right for the eye pattern information when the eye pattern information is stored in advance.
  • a setting module (not shown) configured to set an access right for the eye pattern information when the eye pattern information is stored in advance.
  • the method and apparatus for unlocking a terminal based on the eye pattern recognition have the following beneficial effects: pre-storing the eye pattern information of the user; and triggering the collection of the user's eye pattern information when the user needs to unlock the terminal; Only in the case that the collected eye pattern information matches the stored eye pattern information, the terminal system performs the unlocking operation, thereby increasing the security of the terminal unlocking.

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Abstract

Disclosed is a terminal unlocking method and device based on eye print recognition. The method comprises: collecting eye print information of a user via a terminal sensor; determining whether the collected eye print information matches pre-stored eye print information; if so, instructing a terminal system to conduct an unlocking operation. The present invention pre-stores eye print information of a user; when the user needs to unlock a terminal, collection of the eye print information is triggered; if the collected eye print information matches with pre-stored eye print information, a terminal system conducts an unlocking operation or, if the information does not match, does not conduct the unlocking operation. Since the eye print information is unique, terminal unlocking security is improved.

Description

一种基于眼纹识别的终端解锁方法和装置Terminal unlocking method and device based on eye pattern recognition 技术领域Technical field
本发明涉及通信技术领域,特别是涉及一种基于眼纹识别的终端解锁方法和装置。The present invention relates to the field of communications technologies, and in particular, to a terminal unlocking method and apparatus based on eye pattern recognition.
背景技术Background technique
锁定和解锁是智能终端的一个重要应用。具备较强鲁棒性的锁定、解锁功能,对于保护智能终端中用户的个人隐私具有重要意义。Locking and unlocking is an important application for smart terminals. The locking and unlocking function with strong robustness is of great significance for protecting the privacy of users in intelligent terminals.
目前,智能终端的解锁方式很多,包括:声纹识别检测、滑动解锁、以及人脸检测和识别解锁等。At present, there are many ways to unlock smart terminals, including: voiceprint recognition detection, sliding unlocking, and face detection and recognition and unlocking.
在现有技术中,还有一种采用眼球信息的解锁方案。该方案主要是捕捉用户眼球的活动轨迹,将用户眼球的活动轨迹与预先存储的位置信息进行比对,如果用户眼球的活动轨迹与位置信息吻合,则执行解锁操作。In the prior art, there is also an unlocking scheme that uses eyeball information. The solution mainly captures the activity track of the user's eyeball, compares the activity track of the user's eyeball with the pre-stored position information, and if the user's eyeball's activity track coincides with the position information, the unlocking operation is performed.
但是,无论是声纹识别检测、滑动解锁、人脸检测和识别解锁,还是眼球轨迹解锁,最终用户输入的用于解锁的信息都不具有唯一性,也即是声纹、滑动手势、人脸都是可以通过模拟获得。因此,现有的解锁方式的安全性较低。However, whether it is voiceprint recognition detection, sliding unlocking, face detection and recognition unlocking, or eyeball trajectory unlocking, the information input by the end user for unlocking is not unique, that is, voiceprint, sliding gesture, face They are all available through simulation. Therefore, the existing unlocking method is less secure.
发明内容Summary of the invention
本发明实施例提供了一种基于眼纹识别的终端解锁方法和装置,以至少解决相关技术中的解锁方式安全性较低的问题。The embodiment of the invention provides a terminal unlocking method and device based on eye pattern recognition, so as to at least solve the problem that the unlocking mode in the related art has low security.
基于上述技术问题,本发明是通过以下技术方案来解决的。Based on the above technical problems, the present invention is solved by the following technical solutions.
本发明实施例提供了一种基于眼纹识别的终端解锁方法,包括:通过终端传感器,采集用户的眼纹信息;其中,所述眼纹信息包括:用户的眼球的位置、眼睑的位置、以及眼纹特征;判断采集的所述眼纹信息与预先存储的眼纹信息是否匹配成功;在匹配成功的情况下,通知终端系统执行解锁操作。An embodiment of the present invention provides a terminal unlocking method based on eye pattern recognition, which includes: collecting eye tracking information of a user through a terminal sensor; wherein the eye pattern information includes: a position of a user's eyeball, a position of an eyelid, and The eye pattern feature determines whether the collected eye pattern information is successfully matched with the pre-stored eye pattern information; if the matching is successful, the terminal system is notified to perform the unlocking operation.
其中,所述方法还包括:在匹配成功的情况下,根据终端传感器采集用户的眼纹信息,对所述预先存储的眼纹信息进行修正。 The method further includes: if the matching is successful, correcting the pre-stored eye pattern information according to the eye sensor information collected by the terminal sensor.
其中,所述方法包括:在匹配不成功的情况下,重新通过终端传感器,采集用户的眼纹信息,或者根据预设的告警策略,执行告警处理。The method includes: if the matching is unsuccessful, re-passing the terminal sensor, collecting the eye pattern information of the user, or performing alarm processing according to the preset alarm policy.
其中,所述在匹配不成功的情况下,重新通过终端传感器,采集用户的眼纹信息,还包括:累计重新通过终端传感器采集用户的眼纹信息的次数;判断累计的所述次数是否达到预设的采集次数阈值;如果是,则根据预设的告警策略,执行告警处理;如果否,则重新通过终端传感器,采集用户的眼纹信息。Wherein, in the case that the matching is unsuccessful, re-passing the terminal sensor to collect the eyeprint information of the user further includes: accumulating the number of times of collecting the eyeprint information of the user through the terminal sensor; determining whether the accumulated number of times reaches the pre-predetermined The threshold of the number of collections is set; if yes, the alarm processing is performed according to the preset alarm policy; if not, the user's eye pattern information is collected through the terminal sensor.
其中,所述通过终端传感器,采集用户的眼纹信息,包括:通过终端传感器采集用户脸部图像;在所述用户脸部图像中,确定眼睛的位置和眼睑的位置;通过对所述眼睛的位置进行处理,提取出眼球区域,以确定眼球的位置;通过对所述眼球区域进行处理,提取出眼纹图像;基于马尔科夫模型,从所述眼纹图像中提取出眼纹特征。The collecting, by the terminal sensor, the user's eye pattern information includes: collecting a user's face image through the terminal sensor; determining, in the user's face image, the position of the eye and the position of the eyelid; The position is processed to extract an eyeball region to determine the position of the eyeball; the eyeball image is extracted by processing the eyeball region; and the eyeprint feature is extracted from the eyeprint image based on the Markov model.
本发明实施例还提供了一种基于眼纹识别的终端解锁装置,包括:采集模块,设置为通过终端传感器,采集用户的眼纹信息;其中,所述眼纹信息包括:用户的眼球的位置、眼睑的位置、以及眼纹特征;判断模块,设置为判断采集的所述眼纹信息与预先存储的眼纹信息是否匹配成功;通知模块,设置为在所述判断模块判定匹配成功的情况下,通知终端系统执行解锁操作。The embodiment of the present invention further provides a terminal unlocking device based on eye mark recognition, comprising: an collecting module, configured to collect eyelet information of a user through a terminal sensor; wherein the eyeprint information comprises: a position of a user's eyeball a judging module, configured to determine whether the collected eye pattern information and the pre-stored eye pattern information are successfully matched; and the notification module is configured to be determined when the judging module determines that the matching is successful , notify the terminal system to perform the unlock operation.
其中,所述装置还包括修正模块,设置为在所述判断模块判定匹配成功的情况下,根据终端传感器采集用户的眼纹信息,对所述预先存储的眼纹信息进行修正。The device further includes a correction module, configured to correct the pre-stored eye pattern information according to the eye sensor information collected by the terminal sensor when the determining module determines that the matching is successful.
其中,所述装置还包括重采和告警模块,设置为在所述判断模块判定匹配成功的情况下,调用采集模块,重新通过终端传感器,采集用户的眼纹信息;或者根据预设的告警策略,执行告警处理。The device further includes a re-acquisition and alarm module, configured to: when the judging module determines that the matching is successful, invoke the collecting module, and re-use the terminal sensor to collect the user's eye pattern information; or according to the preset alarm policy. , perform alarm processing.
其中,所述重采和告警模块,还设置为:累计调用采集模块重新通过终端传感器采集用户的眼纹信息的次数;判断累计的所述次数是否达到预设的采集次数阈值;如果是,则根据预设的告警策略,执行告警处理;如果否,则调用采集模块,重新通过终端传感器,采集用户的眼纹信息。The re-acquisition and alarm module is further configured to: collect the number of times the collection module re-acquires the user's eye-grain information through the terminal sensor; and determine whether the accumulated number of times reaches a preset collection number threshold; if yes, The alarm processing is performed according to the preset alarm policy; if not, the collection module is called, and the user's eye pattern information is collected through the terminal sensor.
其中,所述采集模块,设置为:通过终端传感器采集用户脸部图像;在所述用户脸部图像中,确定眼睛的位置和眼睑的位置;通过对所述眼睛的位置进行处理,提取出眼球区域,以确定眼球的位置;通过对所述眼球区域进行处理,提取出眼纹图像;基于马尔科夫模型,从所述眼纹图像中提取出眼纹特征。The collecting module is configured to: collect a user facial image by using a terminal sensor; determine a position of the eye and a position of the eyelid in the user facial image; and extract the eyeball by processing the position of the eye a region to determine a position of the eyeball; an eyeprint image is extracted by processing the eyeball region; and an eyeprint feature is extracted from the eyeprint image based on a Markov model.
本发明有益效果如下: The beneficial effects of the present invention are as follows:
本发明实施例预先存储用户的眼纹信息;在用户需要解锁终端时,触发用户眼纹信息的采集;如果采集的眼纹信息和已存储的眼纹信息匹配,则终端系统执行解锁操作;反之,则不执行解锁操作。因为,眼纹信息具有唯一性,因此,本发明增加了终端解锁的安全性。The embodiment of the present invention pre-stores the eye pattern information of the user; when the user needs to unlock the terminal, triggers the collection of the user's eye pattern information; if the collected eye pattern information matches the stored eye pattern information, the terminal system performs an unlocking operation; , the unlock operation is not performed. Because the eye pattern information is unique, the present invention increases the security of terminal unlocking.
附图说明DRAWINGS
图1是根据本发明一实施例的基于眼纹识别的终端解锁方法的流程图;1 is a flowchart of a method for unlocking a terminal based on eye pattern recognition according to an embodiment of the present invention;
图2是根据本发明一实施例的眼纹信息存储的步骤流程图;2 is a flow chart showing the steps of storing eyeprint information according to an embodiment of the present invention;
图3是根据本发明一实施例的基于眼纹识别的终端解锁的步骤流程图;3 is a flow chart showing steps of unlocking a terminal based on eye pattern recognition according to an embodiment of the invention;
图4是根据本发明一实施例的基于眼纹识别的终端解锁装置的结构图。4 is a structural diagram of a terminal unlocking device based on eye pattern recognition according to an embodiment of the present invention.
具体实施方式detailed description
本发明的主要思想在于,预先存储用户的眼纹信息;在用户需要解锁终端时,触发用户眼纹信息的采集;如果采集的眼纹信息和已存储的眼纹信息匹配,则终端系统执行解锁操作;反之,则不执行解锁操作。The main idea of the present invention is to pre-store the user's eye pattern information; when the user needs to unlock the terminal, trigger the collection of the user's eye pattern information; if the collected eye pattern information matches the stored eye pattern information, the terminal system performs the unlocking. Operation; otherwise, the unlock operation is not performed.
因为,人的眼纹信息具备独一性,而且眼纹识别不受环境因素的干扰,信息采集也非常方便,所以,眼纹识别的准确率较高,可以增加终端的安全性。Because the eye pattern information of the person is unique, and the eye pattern recognition is not interfered by environmental factors, the information collection is also very convenient, so the accuracy of the eye pattern recognition is high, and the security of the terminal can be increased.
以下结合附图以及实施例,对本发明进行进一步详细说明。应当理解,此处所描述的具体实施例仅仅用以解释本发明,并不限定本发明。The invention will be further described in detail below with reference to the drawings and embodiments. It is understood that the specific embodiments described herein are merely illustrative of the invention and are not intended to limit the invention.
本发明提供了一种基于眼纹识别的终端解锁方法。如图1所示,图1是根据本发明一实施例的基于眼纹识别的终端解锁方法的流程图。The invention provides a terminal unlocking method based on eye pattern recognition. As shown in FIG. 1, FIG. 1 is a flowchart of a method for unlocking a terminal based on eye pattern recognition according to an embodiment of the present invention.
步骤S110,通过终端传感器,采集用户的眼纹信息。Step S110, collecting eyeprint information of the user through the terminal sensor.
眼纹信息包括:用户的眼球的位置、眼睑的位置、以及眼纹特征。The eye pattern information includes: the position of the user's eyeball, the position of the eyelid, and the eye pattern.
终端传感器可以是终端外置传感器,也可以是终端内置传感器。内置传感器例如是终端摄像头。The terminal sensor can be a terminal external sensor or a terminal built-in sensor. The built-in sensor is, for example, a terminal camera.
终端传感器采集用户眼睛的图像数据,基于图像处理技术,获得用户的眼球的位置、眼睑的位置、以及眼纹特征。 The terminal sensor collects image data of the user's eyes, and based on the image processing technology, obtains the position of the user's eyeball, the position of the eyelid, and the eye pattern.
步骤S120,判断采集的眼纹信息与预先存储的眼纹信息是否匹配成功。如果是,则执行步骤S130;如果否,则执行步骤S140。In step S120, it is determined whether the collected eye pattern information and the pre-stored eye pattern information match successfully. If yes, step S130 is performed; if no, step S140 is performed.
匹配成功是指:采集的眼球位置与预先存储的眼球位置相同,采集的眼睑位置与预先存储的眼睑位置相同,且采集的眼纹特征与预先存储的眼纹特征的吻合度大于等于预设的匹配阈值。Matching success means that the collected eyeball position is the same as the pre-stored eyeball position, the collected eyelid position is the same as the pre-stored eyelid position, and the acquired eyeprint feature matches the pre-stored eyeprint feature by more than or equal to the preset Match the threshold.
匹配不成功(匹配失败)是指:采集的眼球位置与预先存储的眼球位置不同、采集的眼睑位置与预先存储的眼睑位置不同、或者采集的眼纹特征与预先存储的眼纹特征的吻合度小于预设的匹配阈值。Unsuccessful matching (matching failure) means that the acquired eyeball position is different from the pre-stored eyeball position, the collected eyelid position is different from the pre-stored eyelid position, or the acquired eyeprint feature matches the pre-stored eyeprint feature. Less than the preset matching threshold.
步骤S130,通知终端系统执行解锁操作。Step S130, notifying the terminal system to perform an unlocking operation.
步骤S140,重新通过终端传感器,采集用户的眼纹信息,或者根据预设的告警策略,执行告警处理。In step S140, the eye sensor information of the user is collected through the terminal sensor, or the alarm processing is performed according to the preset alarm policy.
累计重新通过终端传感器采集用户的眼纹信息的次数;判断累计的次数是否达到预设的采集次数阈值;如果是,则根据预设的告警策略,执行告警处理;如果否,则重新通过终端传感器,采集用户的眼纹信息,即重新执行步骤S110。The cumulative number of times the user collects the eyeprint information of the user through the terminal sensor; determines whether the accumulated number of times reaches the preset number of collection times; if yes, performs alarm processing according to the preset alarm policy; if not, re-passes the terminal sensor The user's eye pattern information is collected, that is, step S110 is re-executed.
具体的,在第一次采集用户眼纹信息时,该累计次数为0;第二次采集用户眼纹信息时,即开始进行第一次重新采集,该累计次数为1;第三次采集用户眼纹信息时,即开始进行第二次重新采集,该累计次数为2。Specifically, when the user's eye pattern information is collected for the first time, the cumulative number of times is 0; when the user's eye pattern information is collected for the second time, the first re-acquisition is started, and the cumulative number of times is 1; the third time collecting the user When the eye pattern information is started, the second re-acquisition is started, and the cumulative number of times is 2.
根据预设的告警策略,执行告警处理,包括:预先配置包含告警处理方法的告警策略;在累计次数达到采集次数阈值时,执行该告警处理方法。其中,告警处理方法包括但不限于:提示用户在预设时间段内不能进行终端解锁;自动向预设联系人发送终端被非法解锁的信息;发出告警提示音;删除终端系统中的数据。The alarm processing is performed according to the preset alarm policy, including: pre-configuring an alarm policy including an alarm processing method; and executing the alarm processing method when the accumulated number of times reaches the collection threshold. The alarm processing method includes, but is not limited to, prompting the user to unlock the terminal within a preset time period; automatically sending information to the preset contact that the terminal is illegally unlocked; issuing an alarm prompt tone; and deleting data in the terminal system.
下面给出一个本发明的具体应用实例。本实施例中,终端为智能终端。A specific application example of the present invention is given below. In this embodiment, the terminal is an intelligent terminal.
先对终端中预先存储的眼纹信息的来源进行说明。图2为根据本发明一实施例的眼纹信息存储的步骤流程图。The source of the eyeprint information pre-stored in the terminal will be described first. 2 is a flow chart showing the steps of storing eyeprint information according to an embodiment of the present invention.
步骤S210,用户在智能终端中选择注册眼纹信息。In step S210, the user selects registration eye pattern information in the smart terminal.
在智能终端中注册眼纹信息的用户个数可以是多个。允许注册的用户数量由智能终端的归属者来设置。这些注册眼纹信息的用户都为能够解锁智能终端的合法用户。 The number of users who register eyeprint information in the smart terminal may be plural. The number of users allowed to be registered is set by the owner of the smart terminal. These users who register eye tracking information are legitimate users who can unlock the smart terminal.
步骤S220,通过调用智能终端摄像头,获得用户脸部图像。In step S220, the user's face image is obtained by calling the smart terminal camera.
智能终端通过摄像头拍摄一张或多张用户脸部图像;在拍摄过程中,摄像头与用户保持一定距离,并且摄像头使用不同的曝光亮度进行拍摄。本实施例优选地,摄像头与用户脸部保持的距离为20cm至50cm。The smart terminal captures one or more user facial images through the camera; during the shooting process, the camera maintains a certain distance from the user, and the camera uses different exposure brightness to shoot. In this embodiment, preferably, the distance between the camera and the user's face is 20 cm to 50 cm.
步骤S230,基于用户脸部图像,分析出用户的眼纹信息。Step S230, analyzing the user's eye pattern information based on the user's face image.
通过对一张或多张用户脸部图像进行图像处理,综合图像处理结果,即可得到用户的眼纹信息。By performing image processing on one or more user face images and synthesizing the image processing results, the user's eye pattern information can be obtained.
针对每张图片执行以下步骤:Perform the following steps for each image:
步骤1,在用户脸部图像中,确定用户眼睛的位置和用户眼睑的位置。进一步地,通过人脸检测和人眼检测算法,在用户脸部图像中,确定用户眼睛的位置和用户眼睑的位置。如眼睑的轮廓线。Step 1. In the user's face image, determine the position of the user's eyes and the position of the user's eyelids. Further, in the face image of the user, the position of the user's eyes and the position of the user's eyelid are determined by the face detection and the human eye detection algorithm. Such as the outline of the eyelids.
步骤2,对所述眼睛的位置进行处理,提取出眼球区域,以确定眼球的位置。进一步地,可以采用图像分割算法对用户眼睛的位置进行处理,提取出用户眼球区域,确定用户眼球的位置;如两个眼球的轮廓及两个眼球之间的距离。In step 2, the position of the eye is processed, and the eyeball area is extracted to determine the position of the eyeball. Further, an image segmentation algorithm may be used to process the position of the user's eyes, extract the user's eyeball region, and determine the position of the user's eyeball; such as the contour of the two eyeballs and the distance between the two eyeballs.
步骤3,对所述眼球区域进行处理,提取出眼纹图像。进一步地,对用户眼球区域进行二值化处理,提取出用户眼纹图像。In step 3, the eyeball area is processed to extract an eye pattern image. Further, the user's eyeball region is binarized to extract the user's eyeprint image.
步骤4,基于马尔科夫模型,从用户眼纹图像中提取出眼纹特征。In step 4, based on the Markov model, the eye pattern feature is extracted from the user's eye pattern image.
如果拍摄的用户脸部图像为多张,则选择符合图像选择条件的图像处理结果,来作为眼纹信息。图像选择条件是选择图像需要符合的标准,以便选择合适的图像来得到眼纹信息。具体的图像选择条件可以根据需要来设置。例如:图像的亮度处于预设的亮度区间,使图像不能过暗,也不能过亮。If the photographed user's face image is a plurality of sheets, the image processing result in accordance with the image selection condition is selected as the eye pattern information. The image selection condition is a criterion for selecting an image to conform to in order to select an appropriate image to obtain eye contour information. Specific image selection conditions can be set as needed. For example, the brightness of the image is in the preset brightness range, so that the image cannot be too dark or too bright.
步骤S240,将眼纹信息存储在智能终端的本地数据库中。In step S240, the eye pattern information is stored in a local database of the smart terminal.
在存储眼纹信息时,对眼纹信息设置访问权限。设置访问权限的目的在于,使终端归属者可以读取、写入眼纹信息,而归属者之外的其他用户则不能读取、写入眼纹信息,进而保证眼纹信息不被非法篡改,增加终端的安全性。 When storing eye pattern information, set access rights to the eye pattern information. The purpose of setting access rights is to enable the terminal owner to read and write the eye pattern information, and other users other than the owner cannot read and write the eye pattern information, thereby ensuring that the eye pattern information is not illegally falsified. Increase the security of the terminal.
当用户希望解锁终端时,通过终端中存储的眼纹信息,对用户身份进行验证,验证通过则解锁终端,验证不通过则不解锁终端。图3为根据本发明一实施例的基于眼纹识别的终端解锁的步骤流程图。When the user wants to unlock the terminal, the user's identity is verified by the eyeprint information stored in the terminal. If the verification succeeds, the terminal is unlocked, and if the verification fails, the terminal is not unlocked. FIG. 3 is a flow chart showing the steps of unlocking a terminal based on eye pattern recognition according to an embodiment of the invention.
步骤S310,触发智能终端解锁任务。Step S310, triggering the smart terminal to unlock the task.
通过用户的操作来启动智能终端解锁任务。该操作例如是点击预设的按钮。The smart terminal unlocking task is started by the user's operation. This operation is, for example, clicking a preset button.
步骤S320,通过调用智能终端的摄像头,获得用户面部图像。Step S320, obtaining a user face image by calling a camera of the smart terminal.
步骤S330,基于用户脸部图像,分析出用户的眼纹信息。Step S330, analyzing the user's eye pattern information based on the user's face image.
步骤S320和S330的具体实现方式,可以分别参照步骤S220和S230。For specific implementations of steps S320 and S330, steps S220 and S230 may be referred to, respectively.
步骤S340,将分析出的眼纹信息在智能终端的本地数据库中进行匹配。In step S340, the analyzed eye pattern information is matched in the local database of the smart terminal.
步骤S350,判断本地数据库中是否存在与分析出的眼纹信息相匹配的眼纹信息。如果是,则执行步骤S360;如果够,则执行步骤S370。Step S350, determining whether there is eye pattern information matching the analyzed eye pattern information in the local database. If yes, step S360 is performed; if yes, step S370 is performed.
步骤S360,智能终端系统执行解锁操作。In step S360, the smart terminal system performs an unlocking operation.
在一个实施例中,因为即便是眼纹信息匹配成功,分析出的眼纹特征和本地数据库中存储的眼纹特征还存在吻合度的问题,所以,智能终端解锁后,可以根据本次解锁采集的眼纹信息对本地数据库中的眼纹进行修正,增加存储的眼纹信息的正确性,降低用户眼纹信息匹配的失败率。In an embodiment, because even if the eye pattern information is successfully matched, the analyzed eye pattern features and the eye pattern features stored in the local database have a problem of matching degree. Therefore, after the smart terminal is unlocked, the unlocking may be performed according to the current unlocking. The eye pattern information corrects the eye pattern in the local database, increases the correctness of the stored eye pattern information, and reduces the failure rate of the user's eye pattern information matching.
步骤S370,智能终端系统不执行解锁操作,并且进行次数累计。In step S370, the smart terminal system does not perform the unlocking operation, and the number of times is accumulated.
步骤S380,判断当前累计次数是否达到采集次数阈值。若是,则执行步骤S390。若否,则执行步骤S320。In step S380, it is determined whether the current accumulated number of times reaches the collection number threshold. If yes, step S390 is performed. If no, step S320 is performed.
在该过程中,还可以提示用户眼纹信息错误,请重新采集眼纹信息。In the process, the user may also be prompted to have an eye pattern information error, please re-collect the eye pattern information.
步骤S390,向预设联系人发送告警信息。Step S390, sending alarm information to the preset contact.
本发明还提供了一种基于眼纹识别的终端解锁装置。该装置被设置与终端中。图4为根据本发明一实施例的基于眼纹识别的终端解锁装置的结构图。The invention also provides a terminal unlocking device based on eye pattern recognition. The device is set up with the terminal. 4 is a structural diagram of a terminal unlocking device based on eye pattern recognition according to an embodiment of the present invention.
该装置包括: The device includes:
采集模块410,设置为通过终端传感器,采集用户的眼纹信息。眼纹信息包括:用户的眼球的位置、眼睑的位置、以及眼纹特征。The acquisition module 410 is configured to collect the eye pattern information of the user through the terminal sensor. The eye pattern information includes: the position of the user's eyeball, the position of the eyelid, and the eye pattern.
判断模块420,设置为判断采集的所述眼纹信息与预先存储的眼纹信息是否匹配成功。The determining module 420 is configured to determine whether the collected eye pattern information and the pre-stored eye pattern information are successfully matched.
通知模块430,设置为在判断模块420判定采集的眼纹信息与预先存储的眼纹信息匹配的情况下,通知终端系统执行解锁操作。The notification module 430 is configured to notify the terminal system to perform an unlocking operation if the determining module 420 determines that the collected eye pattern information matches the pre-stored eye pattern information.
重采和告警模块440,设置为在判断模块420判定采集的眼纹信息与预先存储的眼纹信息不匹配的情况下,调用采集模块410,重新通过终端传感器,采集用户的眼纹信息;或者根据预设的告警策略,执行告警处理。The retrieving and alarming module 440 is configured to, when the determining module 420 determines that the collected eye pattern information does not match the pre-stored eye pattern information, invoke the collecting module 410 to re-acquire the user's eye pattern information through the terminal sensor; or The alarm processing is performed according to the preset alarm policy.
重采和告警模块440,还设置为累计调用采集模块410重新通过终端传感器采集用户的眼纹信息的次数;判断累计的所述次数是否达到预设的采集次数阈值;如果是,则根据预设的告警策略,执行告警处理;如果否,则再次调用采集模块,重新通过终端传感器,采集用户的眼纹信息。The re-acquisition and alarm module 440 is further configured to accumulate the number of times the collection module 410 re-acquires the user's eye-grain information through the terminal sensor; whether the accumulated number of times reaches the preset collection number threshold; if yes, according to the preset The alarm policy performs alarm processing; if not, the acquisition module is called again, and the user's eye pattern information is collected again through the terminal sensor.
在一个实施例中,上述装置还包括修正模块(未示出),设置为在匹配成功的情况下,根据终端传感器采集用户的眼纹信息,对预先存储的眼纹信息进行修正。In one embodiment, the apparatus further includes a correction module (not shown) configured to correct the pre-stored eye pattern information based on the terminal sensor collecting the user's eye pattern information if the matching is successful.
在另一实施例中,上述装置还包括设置模块(未示出),设置为在预先存储眼纹信息时,为所述眼纹信息设置访问权限。In another embodiment, the apparatus further includes a setting module (not shown) configured to set an access right for the eye pattern information when the eye pattern information is stored in advance.
本实施例所述的装置的功能已经在图1-3所示的方法实施例中进行了描述,故本实施例的描述中未详尽之处,可以参见前述实施例中的相关说明,在此不做赘述。The functions of the device in this embodiment have been described in the method embodiment shown in FIG. 1-3. Therefore, in the description of the present embodiment, reference may be made to the related description in the foregoing embodiment. Do not repeat them.
尽管为示例目的,已经公开了本发明的优选实施例,本领域的技术人员将意识到各种改进、增加和取代也是可能的,因此,本发明的范围应当不限于上述实施例。While the preferred embodiments of the present invention have been disclosed for purposes of illustration, those skilled in the art will recognize that various modifications, additions and substitutions are possible, and the scope of the invention should not be limited to the embodiments described above.
工业实用性Industrial applicability
如上所述,本发明实施例提供的一种基于眼纹识别的终端解锁方法和装置具有以下有益效果:预先存储用户的眼纹信息;在用户需要解锁终端时,触发用户眼纹信息的采集;而只有在采集到的眼纹信息和已存储的眼纹信息匹配的情况下,终端系统才会执行解锁操作,由此增加了终端解锁的安全性。 As described above, the method and apparatus for unlocking a terminal based on the eye pattern recognition provided by the embodiment of the present invention have the following beneficial effects: pre-storing the eye pattern information of the user; and triggering the collection of the user's eye pattern information when the user needs to unlock the terminal; Only in the case that the collected eye pattern information matches the stored eye pattern information, the terminal system performs the unlocking operation, thereby increasing the security of the terminal unlocking.

Claims (10)

  1. 一种基于眼纹识别的终端解锁方法,包括:A terminal unlocking method based on eye pattern recognition, comprising:
    通过终端传感器,采集用户的眼纹信息;其中,所述眼纹信息包括:用户的眼球的位置、眼睑的位置、以及眼纹特征;Collecting eyeprint information of the user through the terminal sensor; wherein the eyeprint information includes: a position of the eyeball of the user, a position of the eyelid, and an eyeprint feature;
    判断采集的所述眼纹信息与预先存储的眼纹信息是否匹配成功;Determining whether the collected eye pattern information and the pre-stored eye pattern information are successfully matched;
    在匹配成功的情况下,通知终端系统执行解锁操作。In the case where the matching is successful, the terminal system is notified to perform an unlocking operation.
  2. 如权利要求1所述的方法,其中,所述方法还包括:The method of claim 1 wherein the method further comprises:
    在匹配成功的情况下,根据终端传感器采集用户的眼纹信息,对所述预先存储的眼纹信息进行修正。In the case that the matching is successful, the pre-stored eye pattern information is corrected according to the eye sensor information collected by the terminal sensor.
  3. 如权利要求1所述的方法,其中,所述方法包括:The method of claim 1 wherein said method comprises:
    在匹配不成功的情况下,重新通过终端传感器,采集用户的眼纹信息,或者根据预设的告警策略,执行告警处理。If the matching is unsuccessful, the terminal sensor is used to collect the eye tracking information of the user, or the alarm processing is performed according to the preset alarm policy.
  4. 如权利要求3所述的方法,其中,所述在匹配不成功的情况下,重新通过终端传感器,采集用户的眼纹信息,还包括:The method of claim 3, wherein the retrieving the user's eye pattern information through the terminal sensor in the case that the matching is unsuccessful comprises:
    累计重新通过终端传感器采集用户的眼纹信息的次数;Accumulating the number of times the user's eye pattern information is collected through the terminal sensor;
    判断累计的所述次数是否达到预设的采集次数阈值;Determining whether the accumulated number of times reaches a preset collection number threshold;
    如果是,则根据预设的告警策略,执行告警处理;If yes, perform alarm processing according to the preset alarm policy.
    如果否,则重新通过终端传感器,采集用户的眼纹信息。If no, the user's eye pattern information is collected again through the terminal sensor.
  5. 如权利要求1至4中任一项所述的方法,其中,所述通过终端传感器,采集用户的眼纹信息,包括:The method according to any one of claims 1 to 4, wherein the collecting, by the terminal sensor, the eyeprint information of the user comprises:
    通过终端传感器采集用户脸部图像;Collecting a user's face image through a terminal sensor;
    在所述用户脸部图像中,确定眼睛的位置和眼睑的位置;Determining the position of the eye and the position of the eyelid in the user's face image;
    通过对所述眼睛的位置进行处理,提取出眼球区域,以确定眼球的位置;By processing the position of the eye, extracting an eyeball region to determine the position of the eyeball;
    通过对所述眼球区域进行处理,提取出眼纹图像;Extracting the eye pattern by processing the eyeball region;
    基于马尔科夫模型,从所述眼纹图像中提取出眼纹特征。 Based on the Markov model, eye pattern features are extracted from the eye pattern image.
  6. 一种基于眼纹识别的终端解锁装置,包括:A terminal unlocking device based on eye pattern recognition, comprising:
    采集模块,设置为通过终端传感器,采集用户的眼纹信息;其中,所述眼纹信息包括:用户的眼球的位置、眼睑的位置、以及眼纹特征;The collection module is configured to collect the eye pattern information of the user through the terminal sensor, where the eye pattern information includes: a position of the eyeball of the user, a position of the eyelid, and an eye pattern;
    判断模块,设置为判断采集的所述眼纹信息与预先存储的眼纹信息是否匹配成功;a determining module, configured to determine whether the collected eye pattern information and the pre-stored eye pattern information are successfully matched;
    通知模块,设置为在所述判断模块判定匹配成功的情况下,通知终端系统执行解锁操作。The notification module is configured to notify the terminal system to perform an unlocking operation if the determining module determines that the matching is successful.
  7. 如权利要求6所述的装置,其中,所述装置还包括修正模块,设置为在所述判断模块判定匹配成功的情况下,根据终端传感器采集用户的眼纹信息,对所述预先存储的眼纹信息进行修正。The device according to claim 6, wherein the device further comprises a correction module configured to: when the determining module determines that the matching is successful, collecting the eye pattern information of the user according to the terminal sensor, and the pre-stored eye The grain information is corrected.
  8. 如权利要求6所述的装置,其中,所述装置还包括重采和告警模块,设置为在所述判断模块判定匹配不成功的情况下,调用采集模块,重新通过终端传感器,采集用户的眼纹信息;或者根据预设的告警策略,执行告警处理。The apparatus of claim 6, wherein the apparatus further comprises a re-acquisition and alarm module, configured to call the acquisition module to re-acquire the user's eye through the terminal sensor if the determination module determines that the matching is unsuccessful Pattern information; or perform alarm processing according to a preset alarm policy.
  9. 如权利要求8所述的装置,其中,The device of claim 8 wherein
    所述重采和告警模块,还设置为:累计调用采集模块重新通过终端传感器采集用户的眼纹信息的次数;判断累计的所述次数是否达到预设的采集次数阈值;如果是,则根据预设的告警策略,执行告警处理;如果否,则调用采集模块,重新通过终端传感器,采集用户的眼纹信息。The re-acquisition and alarm module is further configured to: collect the number of times the collection module re-collects the user's eye-grain information through the terminal sensor; determine whether the accumulated number of times reaches a preset collection number threshold; if yes, according to the pre- Set the alarm policy to perform alarm processing; if not, call the acquisition module and re-use the terminal sensor to collect the user's eye pattern information.
  10. 如权利要求6至9中任一项所述的装置,其中,所述采集模块,设置为:The apparatus according to any one of claims 6 to 9, wherein the acquisition module is configured to:
    通过终端传感器采集用户脸部图像;Collecting a user's face image through a terminal sensor;
    在所述用户脸部图像中,确定眼睛的位置和眼睑的位置;Determining the position of the eye and the position of the eyelid in the user's face image;
    通过对所述眼睛的位置进行处理,提取出眼球区域,以确定眼球的位置;By processing the position of the eye, extracting an eyeball region to determine the position of the eyeball;
    通过对所述眼球区域进行处理,提取出眼纹图像;Extracting the eye pattern by processing the eyeball region;
    基于马尔科夫模型,从所述眼纹图像中提取出眼纹特征。 Based on the Markov model, eye pattern features are extracted from the eye pattern image.
PCT/CN2015/082107 2015-01-06 2015-06-23 Terminal unlocking method and device based on eye print recognition WO2016110061A1 (en)

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