CN108830229A - The vivo identification method of Face datection is combined under a kind of frame based on caffe - Google Patents
The vivo identification method of Face datection is combined under a kind of frame based on caffe Download PDFInfo
- Publication number
- CN108830229A CN108830229A CN201810639353.4A CN201810639353A CN108830229A CN 108830229 A CN108830229 A CN 108830229A CN 201810639353 A CN201810639353 A CN 201810639353A CN 108830229 A CN108830229 A CN 108830229A
- Authority
- CN
- China
- Prior art keywords
- recognition
- caffe
- face
- video camera
- identification
- 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
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/16—Human faces, e.g. facial parts, sketches or expressions
- G06V40/161—Detection; Localisation; Normalisation
- G06V40/166—Detection; Localisation; Normalisation using acquisition arrangements
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V40/00—Recognition of biometric, human-related or animal-related patterns in image or video data
- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
- G06V40/16—Human faces, e.g. facial parts, sketches or expressions
- G06V40/168—Feature extraction; Face representation
Abstract
The invention discloses the vivo identification methods that Face datection is combined under a kind of frame based on caffe, it is related to vivo identification technical field；It is as follows that it knows method for distinguishing：Step 1：Caffe frame is installed；Step 2：Recognition of face video camera is installed；Step 3：Thermal-infrared scanning imager is installed on recognition of face video camera, the scanning of living body is carried out by thermal-infrared scanning imager, while when the object of identification is non-living body, alarm realizes alarm, it is imaged and identifies successfully when for living body；Step 4：Identification feature：The image that the image identified by recognition of face video camera is scanned with thermal-infrared scanning imager compares, and is correct when the similarity of the two reaches 75-90；The present invention can improve accuracy, and can save the time of identification, easy to operate；It is able to achieve the comparison of feature when in use simultaneously, and realizes statistics formula label and identification by identifying；Recognition time is short in operation, and can form large database concept.
Description
Technical field
The invention belongs to vivo identification technical fields, and in particular to Face datection is combined under a kind of frame based on caffe
Vivo identification method.
Background technique
With the fast development of information technology and network technology, demand of the people to identity recognizing technology is more and more, right
The requirement of its security reliability is also increasingly stringenter.Identity recognizing technology based on conventional cipher certification is answered in actual information network
The identity recognizing technology for having exposed many shortcomings in, and having been distinguished based on biological characteristic in recent years also it is increasingly mature simultaneously
Great superiority is shown in practical applications.As the hot spot technology in current biological characteristic authentication field, face living body is known
Other identity identifying technology acquires equipment by dedicated face information and acquires facial image, so on the basis of facial image
Face datection, human eye positioning and feature extraction are carried out afterwards, are then compared with the template image in template library, are identified again with this
Whether the object for judging current authentication is true individual subscriber.
In present face identification system, photo or video is mostly used to be identified greatly, but in this way, people
The system that can be out-tricked with photos and videos.And vivo identification can effectively resist this attack.Existing vivo identification system pair
It is not very accurate in the estimation of movement, and accounts for very much resource.
Summary of the invention
To solve the problem of that existing vivo identification system is not accurately and to account for very much very much resource for the estimation of movement；
The purpose of the present invention is to provide the vivo identification methods that Face datection is combined under a kind of frame based on caffe.
The vivo identification method of Face datection is combined under a kind of frame based on caffe of the invention, it knows method for distinguishing such as
Under：
Step 1：Caffe frame is installed：Caffe frame is installed in main frame, while being carried out deeply by caffe frame
Degree study, and the data of study are marked；
Step 2：Recognition of face video camera is installed：Recognition of face is carried out by recognition of face video camera；
Step 3：Thermal-infrared scanning imager is installed on recognition of face video camera, is carried out by thermal-infrared scanning imager
The scanning of living body, while when the object of identification is non-living body, alarm realizes alarm, it is imaged and is identified as when for living body
Function；
Step 4：Identification feature：The image of image and thermal-infrared scanning the imager scanning identified by recognition of face video camera
It compares, is correct when the similarity of the two reaches 75-90.
Preferably, data markers are that identical illumination carries out same tag, and extracts identical spy in the step 1
Sign, and different feature is marked, it then realizes and learns again, and form accurate database.
Preferably, recognition of face video camera is rotary, the automatic adjustment when carrying out recognition of face in the step 2
Position.
Preferably, being equipped with light aid on recognition of face video camera in the step 2.
Preferably, first identical picture is compared and is marked, is counted in the step 4 when identification feature
Formula identification.
Compared with prior art, beneficial effects of the present invention are：
One, accuracy can be improved, and the time of identification can be saved, it is easy to operate；
Two, it is able to achieve the comparison of feature when in use simultaneously, and realizes statistics formula label and identification by identifying；
Three, recognition time is short in operation, and can form large database concept.
Specific embodiment：
Present embodiment uses following technical scheme：It is as follows that it knows method for distinguishing：
Step 1：Caffe frame is installed：Caffe frame is installed in main frame, while being carried out deeply by caffe frame
Degree study, and the data of study are marked；
Step 2：Recognition of face video camera is installed：Recognition of face is carried out by recognition of face video camera；
Step 3：Thermal-infrared scanning imager is installed on recognition of face video camera, is carried out by thermal-infrared scanning imager
The scanning of living body, while when the object of identification is non-living body, alarm realizes alarm, it is imaged and is identified as when for living body
Function；
Step 4：Identification feature：The image of image and thermal-infrared scanning the imager scanning identified by recognition of face video camera
It compares, is correct when the similarity of the two reaches 75-90.
Further, data markers are that identical illumination carries out same tag, and extracts identical spy in the step 1
Sign, and different feature is marked, it then realizes and learns again, and form accurate database.
Further, recognition of face video camera is rotary, the automatic adjustment when carrying out recognition of face in the step 2
Position.
Further, light aid is installed on recognition of face video camera in the step 2.
Further, first identical picture is compared and is marked, is counted when identification feature in the step 4
Formula identification.
It is obvious to a person skilled in the art that invention is not limited to the details of the above exemplary embodiments, Er Qie
In the case where without departing substantially from spirit or essential attributes of the invention, the present invention can be realized in other specific forms.Therefore, no matter
From the point of view of which point, the present embodiments are to be considered as illustrative and not restrictive, and the scope of the present invention is by appended power
Benefit requires rather than above description limits, it is intended that all by what is fallen within the meaning and scope of the equivalent elements of the claims
Variation is included within the present invention.
In addition, it should be understood that although this specification is described in terms of embodiments, but not each embodiment is only wrapped
Containing an independent technical solution, this description of the specification is merely for the sake of clarity, and those skilled in the art should
It considers the specification as a whole, the technical solutions in the various embodiments may also be suitably combined, forms those skilled in the art
The other embodiments being understood that.
Claims (5)
1. combining the vivo identification method of Face datection under a kind of frame based on caffe, it is characterised in that：It knows method for distinguishing such as
Under：
Step 1：Caffe frame is installed：Caffe frame is installed in main frame, while being carried out deeply by caffe frame
Degree study, and the data of study are marked；
Step 2：Recognition of face video camera is installed：Recognition of face is carried out by recognition of face video camera；
Step 3：Thermal-infrared scanning imager is installed on recognition of face video camera, is carried out by thermal-infrared scanning imager
The scanning of living body, while when the object of identification is non-living body, alarm realizes alarm, it is imaged and is identified as when for living body
Function；
Step 4：Identification feature：The image of image and thermal-infrared scanning the imager scanning identified by recognition of face video camera
It compares, is correct when the similarity of the two reaches 75-90.
2. combining the vivo identification method of Face datection, feature under a kind of frame based on caffe according to claim 1
It is：Data markers are that identical illumination carries out same tag, and extracts identical feature, and will not be identical in the step 1
Feature be marked, then realize and learn again, and form accurate database.
3. combining the vivo identification method of Face datection, feature under a kind of frame based on caffe according to claim 1
It is：Recognition of face video camera is rotary in the step 2, the automatic position adjusting function when carrying out recognition of face.
4. combining the vivo identification method of Face datection, feature under a kind of frame based on caffe according to claim 1
It is：Light aid is installed on recognition of face video camera in the step 2.
5. combining the vivo identification method of Face datection, feature under a kind of frame based on caffe according to claim 1
It is：In the step 4 when identification feature, first identical picture is compared and marked, carries out statistics formula identification.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201810639353.4A CN108830229A (en) | 2018-06-20 | 2018-06-20 | The vivo identification method of Face datection is combined under a kind of frame based on caffe |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201810639353.4A CN108830229A (en) | 2018-06-20 | 2018-06-20 | The vivo identification method of Face datection is combined under a kind of frame based on caffe |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN108830229A true CN108830229A (en) | 2018-11-16 |
Family
ID=64143125
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201810639353.4A Pending CN108830229A (en) | 2018-06-20 | 2018-06-20 | The vivo identification method of Face datection is combined under a kind of frame based on caffe |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN108830229A (en) |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109740568A (en) * | 2019-01-21 | 2019-05-10 | 江西阳光安全设备集团有限公司 | Intelligent mobile rack with automatic damper |
| CN109935010A (en) * | 2019-03-11 | 2019-06-25 | 山东浪潮商用系统有限公司 | A kind of business license is self-service to get method, server, terminal and system |
Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105096420A (en) * | 2015-07-31 | 2015-11-25 | 北京旷视科技有限公司 | Access control system and data processing method for same |
| CN105187726A (en) * | 2015-06-17 | 2015-12-23 | 广州市巽腾信息科技有限公司 | Multifunctional mobile image processing device, processing method of utilizing multifunctional mobile image processing device, and use of multifunctional mobile image processing device |
| CN106874871A (en) * | 2017-02-15 | 2017-06-20 | 广东光阵光电科技有限公司 | A kind of recognition methods of living body faces dual camera and identifying device |
| CN107798281A (en) * | 2016-09-07 | 2018-03-13 | 北京眼神科技有限公司 | A kind of human face in-vivo detection method and device based on LBP features |
| CN107944416A (en) * | 2017-12-06 | 2018-04-20 | 成都睿码科技有限责任公司 | A kind of method that true man's verification is carried out by video |
| WO2018079031A1 (en) * | 2016-10-31 | 2018-05-03 | 日本電気株式会社 | Image processing device, image processing method, facial recogntion system, program, and recording medium |
-
2018
- 2018-06-20 CN CN201810639353.4A patent/CN108830229A/en active Pending
Patent Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105187726A (en) * | 2015-06-17 | 2015-12-23 | 广州市巽腾信息科技有限公司 | Multifunctional mobile image processing device, processing method of utilizing multifunctional mobile image processing device, and use of multifunctional mobile image processing device |
| CN105096420A (en) * | 2015-07-31 | 2015-11-25 | 北京旷视科技有限公司 | Access control system and data processing method for same |
| CN107798281A (en) * | 2016-09-07 | 2018-03-13 | 北京眼神科技有限公司 | A kind of human face in-vivo detection method and device based on LBP features |
| WO2018079031A1 (en) * | 2016-10-31 | 2018-05-03 | 日本電気株式会社 | Image processing device, image processing method, facial recogntion system, program, and recording medium |
| CN106874871A (en) * | 2017-02-15 | 2017-06-20 | 广东光阵光电科技有限公司 | A kind of recognition methods of living body faces dual camera and identifying device |
| CN107944416A (en) * | 2017-12-06 | 2018-04-20 | 成都睿码科技有限责任公司 | A kind of method that true man's verification is carried out by video |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109740568A (en) * | 2019-01-21 | 2019-05-10 | 江西阳光安全设备集团有限公司 | Intelligent mobile rack with automatic damper |
| CN109935010A (en) * | 2019-03-11 | 2019-06-25 | 山东浪潮商用系统有限公司 | A kind of business license is self-service to get method, server, terminal and system |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| US11669607B2 (en) | ID verification with a mobile device | |
| Yang et al. | Person-specific face antispoofing with subject domain adaptation | |
| CA2973393C (en) | A system and a method for image recognition | |
| CN111460962B (en) | Face recognition method and face recognition system for mask | |
| US10943095B2 (en) | Methods and systems for matching extracted feature descriptors for enhanced face recognition | |
| US10691940B2 (en) | Method and apparatus for detecting blink | |
| WO2016153209A2 (en) | Contactless fingerprint recognition method using smartphone | |
| Wang et al. | InSight: recognizing humans without face recognition | |
| CN104794458A (en) | Fuzzy video person identifying method | |
| CN105022999A (en) | Man code company real-time acquisition system | |
| CN109165559A (en) | A kind of method and apparatus generating track | |
| CN108830229A (en) | The vivo identification method of Face datection is combined under a kind of frame based on caffe | |
| CN111767877A (en) | Living body detection method based on infrared features | |
| CN111429638B (en) | Access control method based on voice recognition and face recognition | |
| CN109522782A (en) | Household member's identifying system | |
| CN110544333B (en) | Access control system and control method thereof | |
| CN109272621A (en) | A kind of management system and method based on face recognition technology | |
| CN107516285A (en) | Register method in a kind of classroom based on bluetooth positioning and monitored in vivo | |
| Shang et al. | Face and lip-reading authentication system based on android smart phones | |
| CN109086692A (en) | A kind of face identification device and method | |
| Sharmila et al. | Automatic Attendance System based on FaceRecognition using Machine Learning | |
| CN107025435A (en) | A kind of face recognition processing method and system | |
| Ali et al. | Biometric counter-spoofing for mobile devices using gaze information | |
| CN111324877A (en) | Privacy protection method based on edge calculation of face recognition | |
| CN109308584A (en) | A kind of noninductive attendance system and method |
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 | ||
| WD01 | Invention patent application deemed withdrawn after publication | ||
| WD01 | Invention patent application deemed withdrawn after publication |
Application publication date: 20181116 |