CN106529512A - Living body face verification method and device - Google Patents
Living body face verification method and device Download PDFInfo
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- CN106529512A CN106529512A CN201611162606.0A CN201611162606A CN106529512A CN 106529512 A CN106529512 A CN 106529512A CN 201611162606 A CN201611162606 A CN 201611162606A CN 106529512 A CN106529512 A CN 106529512A
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- 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
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/10—Image acquisition
- G06V10/12—Details of acquisition arrangements; Constructional details thereof
- G06V10/14—Optical characteristics of the device performing the acquisition or on the illumination arrangements
- G06V10/145—Illumination specially adapted for pattern recognition, e.g. using gratings
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- 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
- G06V40/40—Spoof detection, e.g. liveness detection
- G06V40/45—Detection of the body part being alive
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Abstract
The invention discloses a living body face verification method and device. The living body face verification method comprises the steps of dynamically changing a mode of irradiation light irradiated on a to-be-verified face; photographing a plurality of images of the to-be-verified face corresponding to various modes; and determining whether the to-be-verified face is a living body face or not based on light reflection characteristics of the to-be-verified face in the plurality of images. The living body face verification device comprises a light source, an image photographing device and a processing device. The light source is configured to dynamically change the mode of the irradiation light irradiated on the to-be-verified face; the image photographing device is configured to photograph the plurality of images of the to-be-verified face corresponding to the various modes; and the processing device is configured to determine whether the to-be-verified face is the living body face or not based on the light reflection characteristics of the to-be-verified face in the plurality of images. According to the living body face verification method and device, the living body face is verified, thereby improving the security of the face verification method and device.
Description
Technical field
Embodiments of the invention are related to technical field of face recognition, relate more specifically to a kind of living body faces verification method and
Device.
Background technology
The authentication system for being currently based on face has been used widely.With the authentication system based on face
Popularization, the method for having derived some malicious attack face authentications.
In the authentication system based on face of most original, human face photo based on current shooting with prestore
Comparison between human face photo, carries out authentication.However, this based on face when will be placed in by the photo of counterfeiter
When before the photographic head in the authentication system that photo is compared, this authentication system compared based on human face photo may lead to
Cross subscriber authentication.In other words, malicious user can (that is, photo be attacked using malicious attack is carried out by the photo of counterfeiter
Hit), this authentication system compared based on human face photo can not resist photo attack.
The content of the invention
One embodiment of the disclosure provides a kind of living body faces and verifies device, and the living body faces checking device includes light
Source, image capturing device and processing meanss.Light source is configured to the pattern that dynamic changes the irradiation light for being irradiated to face to be verified;Figure
As filming apparatus are configured to shoot the image of several faces to be verified corresponding with each pattern respectively;Processing meanss are configured
It is to determine whether the face to be verified is live body people based on the reflective character of face to be verified described in the multiple image
Face.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the light source is configured to
Dynamic changes the color of the irradiation light and/or position, so as to dynamic change is irradiated to the irradiation of the face to be verified
The pattern of light.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the light source is display
Screen, the display screen are configured to pass the photograph for changing that the next dynamic change of shown content is irradiated to the face to be verified
Penetrate the pattern of light.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the display screen is matched somebody with somebody
It is set to color and/or the position for showing predetermined pattern and the dynamic change predetermined pattern.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the light source is configured to
According to pre-defined rule or randomly dynamic changes the pattern of the irradiation light for being irradiated to the face to be verified.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the processing meanss are also
It is configured to generate the unique identifier corresponding with this face live body checking in the initial time of each living body faces checking.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the processing meanss are also
Be configured to time dependent sequence of real numbers be generated according to the unique identifier, and dynamic is realized based on the sequence of real numbers
Change is irradiated to the pattern of the irradiation light of face to be verified.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, described image shoots dress
Put and be configured to recorded video to shoot the image of several faces to be verified corresponding with each pattern respectively.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the processing meanss are also
The part of same face characteristic is directed in being configured to choose the multiple image, the reflective character of the part is then based on,
And determine whether the face to be verified is living body faces according to the reflective character.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the processing meanss are also
It is configured to choose the part of same position in the multiple image, then calculates the reflective character of the part, and according to institute
State reflective character and determine whether the face to be verified is living body faces.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the processing meanss are also
Be configured in the multiple image is chosen before the part of same position, registration process is carried out to the multiple image so that
The position of the face in the multiple image is basically identical.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the processing meanss are also
It is configured to:The dependency of the multiple image and the pattern of corresponding irradiation light is calculated, and according to the calculating of the dependency
As a result judge whether the face to be verified is living body faces.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the processing meanss are also
It is configured to:Judge the face to be verified in shooting image whether outside the irradiation light based on the multiple image
High light, in this way, then points out user to find and avoids the environment of high light direct projection from carrying out the living body faces checking.
For example, in a kind of living body faces checking device that one embodiment of the disclosure is provided, the processing meanss are matched somebody with somebody
It is set to described in the measurement multiple image after the reflective character of face, by the grader of training in advance to determine
State whether face to be verified is living body faces.
Another embodiment of the disclosure provides a kind of living body faces and verifies device, and the living body faces checking device includes
Light source, image capturing device, information transceiver and processing meanss.Light source is configured to dynamic change and is irradiated to witness to be tested
The pattern of the irradiation light of face;Image capturing device is configured to shoot several described faces to be verified corresponding with each pattern respectively
Image;Information transceiver is configured to the image of several faces to be verified be sent to server, from institute
State server and receive and determine that the face to be verified is based on the reflective character of face to be verified described in the multiple image
The no judgement information for living body faces, processing meanss are performed based on the judgement information and are verified or not by operation.
The further embodiment of the disclosure provides a kind of living body faces and verifies device, and the living body faces checking device includes
Information transceiver and processing meanss.Described information transceiver is configured to receive several witnesses to be tested from client
The image of face, the processing meanss are configured to the reflective character of face to be verified described in the multiple image and determine institute
Whether be living body faces, described information transceiver is additionally configured to the processing meanss based on described if stating face to be verified
The reflective character of face to be verified described in multiple image determines that whether the face to be verified is the judgement letter of living body faces
Breath is sent to the client.
The further embodiment of the disclosure provides a kind of living body faces and verifies device, and the living body faces checking device includes
Processor and memorizer.Be stored with the memorizer computer program instructions, and the computer program instructions are by the process
Device performs following steps when running:The difference shot during the pattern for obtaining the irradiation light for being irradiated to face to be verified in dynamic change
The image of several faces to be verified corresponding with each pattern;And based on face to be verified described in the multiple image
Reflective character determine whether the face to be verified is living body faces.
The further embodiment of the disclosure provides a kind of living body faces verification method, and the living body faces verification method includes
Dynamic changes the pattern of the irradiation light for being irradiated to face to be verified, and shoots that corresponding with each pattern respectively several are described to be tested
The image of witness's face, and the witness to be tested is determined based on the reflective character of face to be verified described in the multiple image
Whether face is living body faces.
For example, in a kind of living body faces verification method that the further embodiment of the disclosure is provided, dynamic changes described
The pattern that dynamic change is irradiated to the irradiation light of the face to be verified is carried out in the color of irradiation light and/or position.
For example, in a kind of living body faces verification method that the further embodiment of the disclosure is provided, using display screen
The light for sending is used as the irradiation light for being irradiated to the face to be verified, and the content by showing on the change display screen
Carry out the pattern of the light that dynamic change display screen sends, so as to dynamic change is irradiated to the mould of the irradiation light of the face to be verified
Formula.
For example, in a kind of living body faces verification method that the further embodiment of the disclosure is provided, by described aobvious
Show predetermined pattern on display screen curtain, and change the color of the predetermined pattern and/or position show on the display screen to change
The content shown.
For example, in a kind of living body faces verification method that the further embodiment of the disclosure is provided, according to pre-defined rule
Or randomly dynamic changes the pattern of the irradiation light for being irradiated to the face to be verified.
For example, in a kind of living body faces verification method that the further embodiment of the disclosure is provided, in each live body people
The initial time of face checking generates the unique identifier corresponding with this face live body checking.
For example, in a kind of living body faces verification method that the further embodiment of the disclosure is provided, also include:According to institute
State unique identifier and generate time dependent sequence of real numbers, and realize that dynamic changes to be irradiated to based on the sequence of real numbers and treat
The pattern of the irradiation light of checking face.
For example, the disclosure further embodiment provide a kind of living body faces verification method in, shoot respectively with respectively
The image of corresponding several faces to be verified of individual pattern includes recording the video comprising described image.
For example, the disclosure further embodiment provide a kind of living body faces verification method in, based on it is described several
The reflective character of face to be verified described in image determines whether the face to be verified is that living body faces include:Choose described
The part of same face characteristic is directed in multiple image, the reflective character of the part is then calculated, and it is anti-according to the light
Penetrate characteristic and determine whether the face to be verified is living body faces.
For example, the disclosure further embodiment provide a kind of living body faces verification method in, based on it is described several
The reflective character of face to be verified described in image determines whether the face to be verified is that living body faces include:Choose described
The part of same position in multiple image, then calculates the reflective character of the part, and true according to the reflective character
Whether the fixed face to be verified is living body faces.
For example, it is in a kind of living body faces verification method that the further embodiment of the disclosure is provided, described many choosing
In width image before the part of same position, registration process is carried out to the multiple image so that people in the multiple image
The position of face is basically identical.
For example, the disclosure further embodiment provide a kind of living body faces verification method in, based on it is described several
The reflective character of face to be verified described in image determines whether the face to be verified is that living body faces include:Calculate described
The dependency of multiple image and the pattern of corresponding irradiation light;And judge described to be tested according to the result of calculation of the dependency
Whether witness's face is living body faces.
For example, in a kind of living body faces verification method that the further embodiment of the disclosure is provided, also include:Based on institute
State multiple image and judge the face to be verified in shooting image whether outside irradiation light high light, in this way, then
Prompting user finds and avoids the environment of high light direct projection from carrying out the living body faces checking.
For example, it is in a kind of living body faces verification method that the further embodiment of the disclosure is provided, described many measuring
Described in width image after the reflective character of face, the face to be verified is determined by the grader of training in advance whether
For living body faces.
Description of the drawings
In order to be illustrated more clearly that the technical scheme of the embodiment of the present invention, below the accompanying drawing to embodiment is simply situated between
Continue, it should be apparent that, drawings in the following description merely relate to some embodiments of the present invention, rather than limitation of the present invention.
Fig. 1 (a) is the block diagram that a kind of living body faces that disclosure one embodiment is provided verify device;
Fig. 1 (b) is the schematic diagram that the living body faces shown in Fig. 1 (a) verify device;
Fig. 2 (a) is a kind of show area of the display screen of living body faces checking device that disclosure one embodiment is provided
A kind of set-up mode in domain;
Fig. 2 (b) is a kind of show area of the display screen of living body faces checking device that disclosure one embodiment is provided
Another kind of set-up mode in domain;
Fig. 2 (c) is a kind of show area of the display screen of living body faces checking device that disclosure one embodiment is provided
Another set-up mode in domain;
Fig. 2 (d) is a kind of show area of the display screen of living body faces checking device that disclosure one embodiment is provided
Another set-up mode in domain;
Fig. 3 (a) is the position that the dynamic that disclosure one embodiment is provided changes the irradiation light for being irradiated to face to be verified
A kind of method;
Fig. 3 (b) is the position that the dynamic that disclosure one embodiment is provided changes the irradiation light for being irradiated to face to be verified
Another kind of method;
Fig. 3 (c) is the position that the dynamic that disclosure one embodiment is provided changes the irradiation light for being irradiated to face to be verified
Yet another method;
Fig. 4 is the one of the color that the dynamic that disclosure one embodiment is provided changes the irradiation light for being irradiated to face to be verified
The method of kind;
Fig. 5 (a) is the position that the dynamic that disclosure one embodiment is provided changes the irradiation light for being irradiated to face to be verified
With a kind of method of color;
Fig. 5 (b) is the position that the dynamic that disclosure one embodiment is provided changes the irradiation light for being irradiated to face to be verified
With another kind of method of color;
Fig. 6 (a) is that image capturing device several corresponding with each pattern of acquisition that disclosure one embodiment is provided are treated
A kind of exemplary scenario of image of checking face;
Fig. 6 (b) is that image capturing device several corresponding with each pattern of acquisition that disclosure one embodiment is provided are treated
The image another kind exemplary scenario of checking face;
Fig. 7 is that light reflection of the processing meanss of disclosure one embodiment offer based on face to be verified in multiple image is special
Property determines that whether face to be verified is a kind of illustrative methods of living body faces;
Fig. 8 (a) is the block diagram that another kind of living body faces that disclosure one embodiment is provided verify device;
Fig. 8 (b) is the schematic diagram that the living body faces shown in Fig. 8 (a) verify device;
Fig. 9 is the block diagram that another living body faces that disclosure one embodiment is provided verify device;
Figure 10 is the block diagram that another living body faces that disclosure one embodiment is provided verify device;
Figure 11 is the block diagram that a kind of living body faces that the disclosure another embodiment is provided verify device;
Figure 12 is the block diagram that a kind of living body faces that disclosure further embodiment is provided verify device;
Figure 13 is the block diagram that a kind of living body faces that disclosure further embodiment is provided verify device;And
Figure 14 is a kind of flow chart of living body faces verification method that disclosure further embodiment is provided.
Specific embodiment
To make purpose, technical scheme and the advantage of the embodiment of the present invention clearer, below in conjunction with the embodiment of the present invention
Accompanying drawing, the technical scheme of the embodiment of the present invention is clearly and completely described.Obviously, described embodiment is this
Bright a part of embodiment, rather than the embodiment of whole.Based on described embodiments of the invention, ordinary skill
The every other embodiment obtained on the premise of without the need for creative work by personnel, belongs to the scope of protection of the invention.
Unless otherwise defined, technical term used herein or scientific terminology should be in art of the present invention and have
The ordinary meaning understood by the personage of general technical ability." first ", " second " and similar word used in the disclosure is not
Any order, quantity or importance are represented, and is used only to distinguish different ingredients.Equally, " include " or " bag
Containing " etc. similar word mean the element or object that occur before the word cover occur in the word presented hereinafter element or
Object and its equivalent, and it is not excluded for other elements or object.The word that " connection " or " being connected " etc. are similar to is not limited to
Physics or machinery connection, and can be including electrical connection, either directly still indirectly." on ", D score,
"left", "right" etc. is only used for representing relative position relation that after the absolute position for being described object changes, then the relative position is closed
System is likely to correspondingly change.
Accompanying drawing is used for providing further understanding the embodiment of the present invention, and constitutes a part for description, with this
Bright embodiment is used for together explaining the present invention, is not construed as limiting the invention.In the accompanying drawings, identical reference number is usual
Represent same parts or step.
Attack for the photo of the above-mentioned authentication system to based on face, can be compared based on human face photo to above-mentioned
Authentication system be improved.In the improved authentication system based on face, by checking whether face has essence
Fine-motion is attacked effectively coping with above-mentioned photo.Further, can require that user carries out required movement, be based on so as to strengthen
The attack tolerant of the authentication system of face.However, malicious user is it is possible to played using panel computer, intelligent terminal etc.
Video or animation carry out the counterfeit human face action by counterfeiter, and carry out malicious attack (that is, animation is attacked) with this.It is counterfeit
The video or animation of the human face action of person can be synthesized by the photo of counterfeiter using what various means were obtained by attacker, or
Can be by the real video of counterfeiter.Therefore, such video or animation have very big fraudulence, based on human face action
Authentication system is difficult to tackle this animation attack sometimes.Therefore, industry is still carried out in face recognition process in searching
The method and apparatus of more effective and simple live body checking.
At least one embodiment of the disclosure provides a kind of living body faces and verifies device, and the living body faces verify device bag
Include light source, image capturing device and processing meanss.Light source is configured to the mould that dynamic changes the irradiation light for being irradiated to face to be verified
Formula;Image capturing device is configured to the image for shooting several faces to be verified corresponding with each pattern respectively;Processing meanss are matched somebody with somebody
It is set to and determines whether face to be verified is living body faces based on the reflective character of face to be verified in multiple image.
In various embodiments, for example, the light source can share other light-emitting devices (for example, display screen is at least
Light source in subregion, projector) as light source.Again for example, the light source can also be special light source (for example, according to certain
One or more Light-Emitting Diodes or laser diode that mode is arranged, such as the flash lamp etc. of photographic head), or
Combination of display screen and other kinds of light source etc..
For example, the photograph of face to be verified can be irradiated to by the dynamic glow color for changing irradiation light come dynamic change
Penetrate the pattern of light.Again for example, it is also possible to pass through dynamically to change position (that is, the change photograph that irradiation light is irradiated to face to be verified
Penetrate the position of light) carry out the pattern that dynamic change is irradiated to the irradiation light of face to be verified.Again for example, it is also possible to pass through dynamically same
When change irradiation light glow color and irradiation light be irradiated to face to be verified position come dynamic change be irradiated to it is to be verified
The pattern of the irradiation light of face.
For example, the position of face to be verified can be irradiated to by changing the position of light source dynamically to change irradiation light.
Again for example, it is also possible to dynamically changing irradiation light by the angle of the emergent ray for changing light source is irradiated to face to be verified
Position.
For example, living body faces checking device can judge to be verified with the video or/and image based on face to be verified
Whether face is the function of living body faces.Again for example, living body faces checking device can also by the video of face to be verified or/and
Image is sent to external device (ED) (for example, server), and receives whether face to be verified is sentencing for living body faces from external device (ED)
Disconnected information.Again for example, living body faces checking device be also based on the face to be verified in received multiple image light it is anti-
Penetrate characteristic and judge whether face to be verified is living body faces, and will determine that result is sent to external device (ED) (for example, mobile terminal).
The human skin of such as face is a kind of irreflexive material, and face is three-dimensional;In contrast, such as liquid
The display screen of crystal display (LCD) or Organic Light Emitting Diode (OLED) display is considered self luminous object simultaneously
And also generally include partial specular reflection component, and photo etc. is typically plane and also generally includes partial specular reflection point
Amount, and either display screen or photo, its reflection characteristic on the whole are three-dimensional characters that is uniform and lacking face.
The reflective character of face is different from the reflective character of display screen or photo, it is possible thereby to by based on face to be verified
Reflective character judge whether face to be verified is living body faces.
Nonrestrictive explanation is carried out to various embodiments of the invention and its specific example below in conjunction with accompanying drawing, it is as follows
Described by face, in these specific embodiments, different characteristic can be mutually combined in the case of not competing, so as to obtain
New embodiment, these embodiments also belong to the scope of disclosure protection.
For example, Fig. 1 (a) is a kind of exemplary frame of living body faces checking device 100 that disclosure one embodiment is provided
Figure, Fig. 1 (b) are the schematic diagrams that a kind of living body faces shown in Fig. 1 (a) verify device 100.As shown in Fig. 1 (a) and Fig. 1 (b),
The living body faces checking device 100 includes display screen 110, image capturing device 120 and processing meanss 130.For example, image is clapped
Take the photograph the side (for example, upside) that device 120 may be located at display screen 110.For example, processing meanss 130 may be located at display screen
The side away from light emission direction of curtain 110.
The living body faces checking device is for example implemented as various ways, and embodiments of the invention are not limited in this respect,
For example the living body faces checking device can be the special purpose device for being exclusively used in living body faces checking, and for example, the living body faces are tested
Card device can also be the one of other electronic installations (for example, mobile phone, panel computer, notebook computer, intelligent glasses etc.)
Individual ingredient, and for example, ingredient of the equipment such as the ingredient of gate control system or such as ATM.Now, live body
Face verification device 100 need not arrange extra light source, it is possible thereby to reduce the volume of the living body faces checking device 100, weight
Amount and cost.In a specific example, the living body faces checking device 100 is electronic system (such as authentication system, electricity
Sub- transaction system etc.) ingredient, wherein, processing meanss 130 are single server or server cluster, display screen
110 and image capturing device 120 be respectively mobile terminal (such as smart mobile phone, panel computer etc.) display screen and and display screen
Positioned at the front-facing camera of the same side, processing meanss 130 are communicated by wired or wireless mode between mobile terminal.
In the present embodiment, it is possible to use at least part of region of display screen 110 is used as light source.For example, display screen
110 are configurable to be irradiated to come dynamic change by changing shown content (that is, the position of light-emitting zone and/or color)
The pattern of the irradiation light of face to be verified.For example, display screen 110 is configurable to show predetermined pattern and dynamic changes described
The color of predetermined pattern and/or position.Illustrate how by changing in shown by display screen 110 with reference to Fig. 2-Fig. 5
The next dynamic change of appearance is irradiated to the position of the irradiation light of face to be verified and color, and then it is to be verified to realize that dynamic change is irradiated to
The pattern of the irradiation light of face.
Fig. 2 (a)-Fig. 2 (d) shows feasible set-up mode of the light source on display screen 110.For example, display screen
110 can include display area 151 and other regions 152, at least part of region of the light source for display area 151, display screen
110 other regions 152 are displayed for aiding in user to use the living body faces to verify the information of device 100, for example, operate
Information etc..For example, the display brightness of display area 151 can be increased considerably, or be chosen transmitting more multi-wavelength compared with
Short light, such as blue light or green glow etc..For example, as shown in Fig. 2 (a), whole display screen 110 could be arranged to display area
151.Again for example, such as shown in Fig. 2 (b), display area 151 can be arranged on the middle section of display screen 110.Again for example, such as
Shown in Fig. 2 (c), display area 151 can also be arranged on the upper area of display screen 110.Again for example, as shown in Fig. 2 (d),
Display area 151 can also be arranged on the peripheral regions of display screen 110.Obviously, the position that display area 151 and light source are arranged
Fig. 2 (a)-Fig. 2 (d) is not limited to shape and illustrates that mode, display area 151 and light source can also for example be arranged on display screen
The shape of 110 lower zone, left field or right side area, display area 151 and light source can also be circle, triangle,
Ellipse etc., embodiments herein is not construed as limiting to this.
Fig. 3 (a) is the position that the dynamic that disclosure one embodiment is provided changes the irradiation light for being irradiated to face to be verified
A kind of method.For example, display area 151 can include a guidance field 153, and the guidance field 153 is used to guide user
Eyes are alignd with precalculated position 154.For example, the position of the light-emitting zone of display area 151 can change over.Such as Fig. 3
Shown in (a), in T1Moment, the light-emitting zone of display area 151 are located at first position [W1], the light-emitting zone includes display area
The 151 all display pixels positioned at first position column;In T2Moment, the light-emitting zone of display area 151 are located at second
Position [W2];In TnMoment, the light-emitting zone of display area 151 are located at nth position [WN];In TmMoment, display area 151
Light-emitting zone is located at M positions [WM].That is to say, light-emitting zone can be dynamic on the line direction of display area 151 with the time
Change.In the case where the position of the light-emitting zone of display area 151 changes relative to face to be verified, light-emitting zone institute
The light of transmitting is irradiated to the position of face and also correspondingly will change, therefore can realize that the dynamic of the position of irradiation light changes
Become, and it is possible thereby to realize that dynamic changes the pattern of the irradiation light for being irradiated to face to be verified.
Obviously, the time dependent form of the light-emitting zone of display area 151 is not limited to the situation shown in Fig. 3 (a), may be used also
Being Fig. 3 (b) and the situation shown in Fig. 3 (c).For example, as shown in Fig. 3 (b), light-emitting zone is in TnMoment includes display area
151 positioned at N ' positions [WN’] all display pixels for being expert at, thus light-emitting zone can be with the time in display area 151
Column direction on dynamic change.Again for example, such as shown in Fig. 3 (c), light-emitting zone is in TnMoment includes being located at for display area 151
The (N, N ') position [WN, WN’] place all display pixels, thus light-emitting zone can with the time display area 151 row
Dynamic change on direction and column direction.For example, light-emitting zone change frequency per minute on line direction or/and column direction and
Comprising display pixel number can be set according to practical application request, embodiments herein is not limited to this.
For example, Fig. 4 is the dynamic face for changing the irradiation light for being irradiated to face to be verified that disclosure one embodiment is provided
A kind of method of color.For example, display area 151 is in T1The glow color at moment can be the first color 161, in T2Moment send out
Light color can be the second color 162, in TnThe glow color at moment can be N colors 163, in TmThe glow color at moment
Can be M colors 164.That is to say, the glow color of display area 151 can be with time dynamic.By controlling to show
Screen 110 simultaneously makes the glow color of display area 151 with time dynamic, it is possible to achieve the dynamic of the color of irradiation light changes
Become, and it is possible thereby to realize that dynamic changes the pattern of the irradiation light for being irradiated to face to be verified.For example, display area 151 send out
The area of the light-emitting zone of the number of times and display area 151 of light color conversion per minute and position can be according to practical application requests
Set, embodiments herein is not limited to this.
For example, Fig. 5 (a) is that the dynamic that disclosure one embodiment is provided changes the irradiation light for being irradiated to face to be verified
Position and a kind of method of color.As shown in Fig. 5 (a), in T1Moment, the light-emitting zone of display area 151 are located at W1’Place, and
The glow color of light-emitting zone can be the first pattern color 171;In T2Moment, the light-emitting zone of display area 151 are located at W2’
Place, and the glow color of light-emitting zone can be the second pattern color 172;In TnMoment, the light-emitting zone of display area 151
Positioned at WN’Place, and the glow color of light-emitting zone can be N ' pattern colors 173;In TmMoment, display area 151 send out
Light region is located at WM’Place, and the glow color of light-emitting zone can be M ' pattern colors 174.That is to say, light-emitting zone
Position and color are with time dynamic.By control display screen curtain 110, and make the position of the light-emitting zone of display area 151
Put with glow color with time dynamic, it is possible to achieve the dynamic change of irradiation optical position and color, and it is possible thereby to realize
Dynamic changes the pattern of the irradiation light for being irradiated to face to be verified.Obviously, light-emitting zone can with the time in display area 151
Column direction or the line direction and column direction dynamic change in display area 151, will not be described here.
For example, Fig. 5 (b) shows another kind of controlling party for irradiating optical position and color that disclosure one embodiment is provided
Method.As shown in Fig. 5 (b), display area 151 is in T1Moment shows the first pattern 181;In T2Moment shows the second pattern 182;
TnMoment shows N patterns 183;In TMMoment shows M patterns 184.The color shown at 151 diverse location of display area
Time dependent rule it is relevant with the color location for being shown, that is to say 151 various location of display area
The color for being shown defers to different Changing Patterns.Therefore can realize that irradiating optical position and the dynamic of color changes, and thus
Can realize that dynamic changes the pattern of the irradiation light for being irradiated to face to be verified.For example, the color institute for being shown at diverse location
The Changing Pattern deferred to can be set according to practical application request, and embodiments herein is not specifically limited to this.
For example, the rule deferred to by the pattern of the irradiation light that 110 dynamic change of display screen is irradiated to face to be verified can
To be selected by practical application request, for example, can select from the various ways for prestoring in advance, embodiments herein pair
This is not specifically limited.
For example, display screen 110 can change the pattern of the irradiation light for being irradiated to face to be verified according to predetermined rule.Example
Such as, the position of the light-emitting zone of display area 151 can sequentially move to display screen according to from the left side of display screen 110
The rule dynamic on 110 right side changes.Again for example, the glow color of the light-emitting zone of display area 151 can be according to per minute
Sequentially show that red, green, blue 20 times rule dynamic change.
For example, display screen 110 can be irradiated to the pattern of the irradiation light of face to be verified with the change of stochastic and dynamic.Under
Face illustrates that by taking color as an example the change of stochastic and dynamic is irradiated to a kind of illustrative methods of the pattern of the irradiation light of face to be verified.
(1) obtain unique identifier.For example, the unique identifier can be in the initial time of each living body faces checking by processing meanss
130 obtain.For example, the unique identifier can control communicator by processing meanss 130 and verify device 100 from living body faces
Outside device (for example, cloud server) obtain.Again for example, the unique identifier can be verifying device by living body faces
100 processing meanss 130 itself are generated.For example, the method for the living body faces checking device 100 generation unique identifier can be joined
See random number generating techniques and globally unique identifier generation technique etc., embodiments of the invention are not limited in this respect.For example, should
Unique identifier can fail after this living body faces checking terminates immediately.Again for example, the unique identifier can be with this
Secondary living body faces checking not yet terminates, but fails after the unique identifier has generated a period of time (for example, 3 minutes).(2)
Sequence of real numbers P [i] of the length for T is generated according to unique identifier, the sequence of real numbers corresponds to time-varying image, example
Such as, P [i] is corresponding to the i-th two field picture.The generation method of sequence of real numbers may refer to existing AES, the enforcement of the application
Example is not limited to this.For example, hash algorithm (i.e. hash algorithm) can be passed through and generates the sequence of real numbers that the length is T.For example,
The length of sequence of real numbers can be set by practical application request, and here is not limited.For example, sequence of real numbers P [i] can meet
Sum (P [i])=0, that is to say that obtained value of suing for peace to sequence of real numbers P [i] can be zero.(3) at least two are obtained different
Color.For example, at least two different color can be set in advance in living body faces checking device 100.For example, for color
In the coordinate system (R, G, B) of color space, it is assumed that with 0 as intensity is minimum, 255 as maximum intensity, then can specify (0,0,255),
(0,255,0), (255,0,0) and (128,128,128) as predetermined color.Again for example, at least two different color is also
Can be generated according to unique identifier, the method for generating at least two different colors according to unique identifier may refer to existing
AES, will not be described here.Again for example, at least two different color can also be generated at random, and concrete grammar can
Referring to random number generating techniques, will not be described here.(4) obtained according to the different color of sequence of real numbers and at least two and shown
The rgb value of the shown color under (frame) not in the same time of screen 110.For example, with preset or generate two kinds of colors (r1, g1,
B1) and as a example by (r2, g2, b2), the color (r [i], g [i], b [i]) of the i-th two field picture shown by display screen 110 can be
Following form:R [i]=r1+ (r2-r1) × P [i], g [i]=g1+ (g2-g1) × P [i], b [i]=b1+ (b2-b1) × P
[i].Can realize that by above-mentioned steps the change of stochastic and dynamic is irradiated to the color of the irradiation light of face to be verified.It is irradiated to and treats
The position of the irradiation light of checking face and it is irradiated to the color of irradiation light and the stochastic and dynamic of position of face to be verified and changes
Become and can also pass through similar method realization, will not be described here.Thus display screen 110 can be irradiated with the change of stochastic and dynamic
To the pattern of the irradiation light of face to be verified.
For example, image capturing device 120 is configurable to obtain recorded video or by way of being continuously shot multiframe picture
Take the image of several faces to be verified corresponding with each pattern respectively.For example, using continuous by image capturing device 120
In the case of shooting the mode of multiframe picture, image capturing device 120 can be synchronous with display device, it is possible thereby to realize passing through
The mode for shooting multiframe picture obtains the image of several faces to be verified corresponding with each pattern respectively, for example, can shoot
Picture in add the identification information such as such as time in order to carry out time unifying in verification process afterwards.For example, recorded video
Duration or shoot picture frame number can be set by practical application request, here is not limited.
For example, image capturing device 120 can be polytype, for example, can include at least one photographic head, and image
Head can include cmos image sensor or ccd image sensor etc.;Again for example, when image capturing device 120 can include two
During individual photographic head, two photographic head can be with mutually the same, it is also possible to different, and the resolution of a such as photographic head is higher and another
Individual resolution is relatively low, or photographic head for full color photographic head, another is black and white photographic head, etc..The present invention other
The image capturing device of embodiment is similar to therewith.
Obtain with reference to Fig. 6 (a) and Fig. 6 (b) explanation image capturing devices 120 that corresponding with each pattern several are to be tested
The illustrative methods of the image of witness's face.For example, face to be verified may be located at image capturing device 120 towards display screen
The side of 110 light emission direction, face to be verified can be living body faces 193 or second display screen 194 (that is, for malice
The display screen of attack) shown by facial image or/and video.Fig. 6 (a) and Fig. 6 (b) are respectively illustrated in face to be verified
In the case of facial image or/and video shown by living body faces 193 and second display screen 194, image capturing device
The illustrative methods of 120 images for obtaining several faces to be verified corresponding with each pattern.
For example, being at least partly emitted onto on face to be verified for the light that the light-emitting zone of display area 151 sends, treats
The checking irradiation light that is mapped on face to be verified of face control at least partly reflects, the reflected light of face to be verified it is at least part of
Gathered by image capturing device 120.For example, the original video or/and image gathered by image capturing device 120 can be designated as
A [i], the frame number of i representative images.
For example, Fig. 6 (a) is that the image capturing device that disclosure one embodiment is provided obtains corresponding with each pattern many
A kind of exemplary scenario of image (that is, scene of the face to be verified for living body faces 193) of face to be verified.Such as Fig. 6 (a) institutes
Show, in the case where face to be verified is living body faces 193, the light gathered by image capturing device 120 is face to be verified
Reflection light 191 and ambient light (not shown).In the pattern (color of the irradiation light being irradiated on living body faces 193
Or/and position) change in the case of, image capturing device 120 obtain live body corresponding with the pattern of each irradiation light
Change according to the pattern of each irradiation light the image of face 193 correspondence change occurs.
For example, Fig. 6 (b) is that the image capturing device that disclosure one embodiment is provided obtains corresponding with each pattern many
(that is, face to be verified is the face shown by second display screen 194 to the image another kind exemplary scenario of face to be verified
The scene of image or/and video).As shown in Fig. 6 (b), it is the face figure shown by second display screen 194 in face to be verified
In the case of picture or/and video, the light gathered by image capturing device 120 is the reflection light 191, second of face to be verified
The self-luminous light 192 and ambient light (not shown) of display screen 194.In above-mentioned three kinds of light, only second shows
The self-luminous light 192 of display screen curtain 194 in image capturing device 120 can be used for forming facial image.Second display screen
194 and the reflection light 191 of shown face to be verified generally include partial specular reflection component, and cannot be used in figure
As facial image is formed in filming apparatus 120, but in the form of the noise of the facial image formed by image capturing device 120
Exist.Therefore, in the case where the pattern (color or/and position) of the irradiation light being irradiated on living body faces changes, i.e.,
Make second display screen 194 and its reflection light 191 of the face to be verified for showing have change slightly, also hardly affect
The reflective character of the face to be verified shown by second display screen 194.It is possible thereby to pass through the light reflection of face to be verified
Facial image or/and video shown by characteristic differentiation living body faces 193 and second display screen 194, that is to say, can pass through
The light embodied by the image of several faces to be verified corresponding with each irradiation optical mode that image capturing device 120 is obtained is anti-
Penetrate characteristic to determine whether face to be verified is living body faces.
For example, the processing meanss 130 can include processor and memorizer, and the processor is, for example, CPU
(CPU) or the processing unit with data-handling capacity and/or the other forms of instruction execution capability, can with X86-based or
ARM frameworks realize that for example, the processor can be general processor, and can also be single-chip microcomputer, microprocessor, numeral letter
Number processor, special picture processing chip or field programmable logic array etc..The processing meanss of following embodiments with it is such
Seemingly.Memorizer can for example include volatile memory and/or nonvolatile memory, for example, can include read only memory
(ROM), polytype storage device such as hard disk, flash memory or storage medium.Correspondingly, the memorizer can be implemented as one or
Multiple computer programs, the computer program can include various forms of computer-readable recording mediums,
One or more computer program instructions can be stored on the computer-readable recording medium.Processor can run the journey
Sequence is instructed, to realize the function and/or other desired functions of control device in the embodiment of the present disclosure hereinafter described, example
Such as can determine whether face to be verified is living body faces based on the reflective character of face to be verified in multiple image.The storage
Device can also store other various application programs and various data, such as corresponding with each pattern acquired in image capturing device
Several faces to be verified image, and various data etc. that the application program is used and/or produced.
For example, processing meanss 130 are configurable to treat based on the reflective character determination of face to be verified in multiple image
Whether checking face is living body faces.For example, processing meanss 130 are directed to same face spy in being configurable to choose multiple image
The part levied, is then based on the reflective character of part, and determines whether face to be verified is live body people according to reflective character
Face.For example, processing meanss 130 are also configured as the part for choosing same position in multiple image, then the light of calculating section
Reflection characteristic, and it is verified whether face to be verified is living body faces according to reflective character determination.For example, processing meanss 130
Determine that whether face to be verified is that the method for living body faces can be selected according to practical application request, embodiments herein
This is not specifically limited.
For example, the light reflection that processing meanss 130 can be by the step shown in Fig. 7 based on face to be verified in multiple image
Characteristic determines whether face to be verified is living body faces.
Step S110:Image semantic classification;
Step S120:Information retrieval;
Step S130:Living body faces judge.
For example, in step S110, the purpose of Image semantic classification is to ensure the size of destination object, position and quality
Concordance.For example, according to practical application request, destination object can be the subregion of whole human face region or face,
This is not specifically limited.
Again for example, due to face during recorded video or shoot multi-frame images it is possible that displacement, can make
Make position of the destination object in multiframe facial image in each image consistent with the method for alignment compensation, phase one herein
Cause refer to the position of destination object it is approximate it is constant do not require that before and after it is identical.
For example, the alignment of destination object can be realized by following alignment compensation algorithms.(1) according to original video
Or/and image A [i] calculates positioning image B [i] and signal pattern C [i].For example, can first by (r2-r1, g2-g1, b2-
B1) it is normalized to unit vector (u, v, w);Then, the color to each pixel in original video or/and image A [i]
(r, g, b), the color (r', g', b') of corresponding position pixel in calculating positioning image B [i], r'=r- (r × u+g × v+b ×
W) × u, g'=g- (r × u+g × v+b × w) × v, b'=b- (r × u+g × v+b × w) × w;Finally, signal calculated image C
Color k of corresponding position pixel in [i], k=r × u+g × v+b × w.(2) the extraction human face region in B [0].(3) in B
[1] and on later image (that is, the first frame and later image) (for example, Lucas Kanade are followed the trail of and are calculated to run tracing algorithm
Method), and B [1] and later image are alignd with the human face region in B [0], record the alignment parameters of each frame.(4) use
Signal pattern C [i] is alignd by same group of alignment parameters, and obtains the i-th two field picture (x, y) position in the signal pattern C after alignment
Value C [i, x, y] at place.
For example, although step S110 can lift the efficiency and reliability for determining that whether face to be verified is living body faces,
It is not necessary to the step of performing, can be selected according to practical application request, embodiments herein is not done to this specifically
Limit.
For example, the purpose that information (signal) is extracted in step S120 is in order to from regarding acquired in image capturing device 120
The destination object caused because of the color or/and change in location of the pattern shown by display screen 110 is extracted in frequency or multiple image
Image change.For example, extract the target caused because of the color or/and change in location of the pattern shown by display screen 110
The changing method of the image of object can be selected according to practical application, and embodiments herein is not specifically limited to this.Example
Such as, the method that can pass through to calculate associated picture S [x, y] (that is, calculates the correlation of multiple image and the pattern of corresponding irradiation light
Property) realize that above- mentioned information is extracted.For example, phase can be calculated according to the signal pattern C [i, x, y] after alignment and sequence of real numbers P [i]
Close image S [x, y]=sum (C [i, x, y] * P [i]).For example, the physical meaning of associated picture S [x, y] is:In face to be verified
It is facial image in the case of for living body faces;Face to be verified be second display screen 194 shown by facial image or/
In the case of video, it is impossible to produce corresponding facial image.Signal pattern C [i, x, y] and real number after calculating alignment
The correlation of sequence P [i], the signal (for example, bias light) that will can be inconsistent with the irradiation optical mode being irradiated on face to be verified
Filter.Additionally, if sequence of real numbers P [i] is to be generated according to unique identifier in real time, attacker be difficult to generate at once with uniquely
The corresponding human face animation sequence of identifier, thus can further enhance the safety of face verification device.
For example, in order to ensure the reliability of institute's extraction information (signal) and living body faces judged result in step S120,
With after associated picture S [x, y] is obtained, the reliability of extracted signal before step S130 is carried out, can be calculated.Example
Such as, the reliability of above-mentioned extracted signal can be calculated by following manner.
(1) first, k1=sum (S [x, y] ^2) is calculated according to associated picture S [x, y].
(2) and then, according to k1 and alignment after signal pattern C [i, x, y] calculate k2=k1/sum_ { x, y } variance_
i(C[i,x,y])。
(3) according to the numerical value for calculating the k1 and k2 for obtaining, and the reliability of the extracted signal of threshold decision set in advance
Property.For example, (for example, can represent that image taking is filled in the case that the numerical value in k1 and k2 is not reaching to threshold value set in advance
Put 120 and the high light outside irradiation light faced in shooting image), user can be pointed out to change position and (for example, to be found and avoided sun
Where light direct beam) after carry out face verification again.
For example, the purpose that living body faces judge in step S130 is the destination object for judging to be extracted in the step s 120
Whether the change of image meets the Changing Pattern of face.It is for instance possible to use the method for machine learning realizes above-mentioned living body faces
Judge.For example, can be by change information (for example, the phase of destination object of the image of the destination object extracted in step S120
Close image S [x, y]) it is input in the good grader of precondition, and discriminate whether to be obtained by shooting living body faces by grader
The image (that is, determining by the grader of training in advance whether face to be verified is living body faces) for obtaining.
For example, above-mentioned grader can be convolutional neural networks (Convolutional neural networks), support
Vector machine (Support Vector Machine) or other applicable graders, embodiments herein do not do concrete limit to this
It is fixed.For example, grader can be trained by following methods.(1) first, the living body faces checking device for being provided using the present embodiment
Facial image or/and video acquisition face video or many shown by 100 pairs of substantial amounts of living body faces and second display screen 194
Two field picture;(2) and then, obtain the associated picture S [x, y] of above-mentioned gathered face video or multiple image;(3) it is last, will be upper
Associated picture S [x, y] and corresponding image are stated whether by shooting the information input grader of the image that living body faces are obtained,
It is possible thereby to realize the training of grader.
For example, processing meanss 130 can also be directly using the method for machine learning based on face to be verified in multiple image
Reflective character determine whether face to be verified is living body faces.For example, can be by unique identifier (or sequence of real numbers P
[i]) and image capturing device 120 acquired in video or multiple image be input to the good grader of precondition and (for example, follow
Ring neutral net) in, and discriminated whether by shooting the image that living body faces are obtained by grader.
For example, Fig. 8 (a) is the exemplary of another kind of living body faces checking device 200 that disclosure one embodiment is provided
Block diagram, Fig. 8 (b) are the schematic diagrams that the living body faces shown in Fig. 8 (a) verify device 200.As shown in Fig. 8 (a) and Fig. 8 (b), should
Living body faces checking device 200 can include projection arrangement 210 (for example, micro projector), image capturing device 220 and process
Device 230.For example, image capturing device 220 can be arranged at living body faces checking devices 200 towards projection arrangement 210
The side of light emission direction.For example, the living body faces checking device 200 also includes display screen, and the display screen can be used to show
Assist user that the relevant information of device 200 is verified using the living body faces.For example, image capturing device 220 may be located at display
The side (for example, upside) of screen.For example, projection arrangement 210 may be located at the side (for example, upside) of display screen.For example,
Processing meanss 230 may be located at the side away from light emission direction of display screen.The living body faces checking device 200 is for example concrete
It is embodied as various ways, for example the living body faces checking device 200 can be exclusively used in the special purpose device that living body faces are verified, example
The ingredient of the equipment such as ingredient such as, as gate control system or such as ATM, but for example, the living body faces are verified
Device 200 can also be the one of other electronic installations (for example, mobile phone, panel computer, notebook computer, intelligent glasses etc.)
Individual ingredient.
For example, in the present embodiment, it is possible to use the light source in projection arrangement 210 verifies device 200 as living body faces
Light source.For example, projection arrangement 210 is configurable to the pattern that dynamic changes the irradiation light for being irradiated to face to be verified.For example,
Can pass through to control position (that is, projection arrangement 210 light source of the view field relative to face to be verified of projection arrangement 210
Angle of the emergent ray relative to projection arrangement 210) come dynamic change irradiation light position, view field can be according to practical application
Demand is located at the optional position of face to be verified.Again for example, it is also possible to by control the glow color of 210 light source of projection arrangement come
Dynamic changes the color of irradiation light.Again for example, it is also possible to (that is, be thrown come dynamic by changing the content shown by projection arrangement 210
The position in shadow zone domain or/and glow color) change the pattern of light that projection arrangement 210 sends, treat so as to dynamic change is irradiated to
The pattern of the irradiation light of checking face.For example, the position of the view field of projection arrangement 210 and the control method of glow color can
With the related content referring to projection display technique, will not be described here.
For example, image capturing device 220 is configurable to shoot several faces to be verified corresponding with each pattern respectively
Image.For example, processing meanss 230 are configurable to determine based on the reflective character of face to be verified in multiple image to be tested
Whether witness's face is living body faces.For example, the related content of image capturing device 220 and processing meanss 230 may refer to public
A kind of living body faces for opening one embodiment offer verify the embodiment of device, will not be described here.The living body faces checking dress
200 checkings for realizing living body faces are put, and thus improves the safety of face verification device.
For example, Fig. 9 is the exemplary frame of another living body faces checking device 300 that disclosure one embodiment is provided
Figure.As shown in figure 9, the living body faces checking device 300 can include light source 310, image capturing device 320 and processing meanss
330.For example the living body faces checking device 300 can be the special purpose device for being exclusively used in living body faces checking, for example, as gate inhibition
The ingredient of the equipment such as the ingredient of system or such as ATM, but for example, the living body faces checking device 300 may be used also
Being an ingredient of other electronic installations (for example, mobile phone, panel computer, notebook computer etc.).
For example, the light source 310 includes luminescence unit 311 and reflection unit 312.The light source 310 is configurable to dynamic and changes
Change is irradiated to the pattern of the irradiation light of face to be verified.The type of the luminescence unit included by light source 310, outgoing wavelength are (i.e.,
Glow color) and quantity can according to practical application need be selected, embodiments herein is not especially limited to this.Example
Such as, the light source 310 can include the light emitting diode of red, green and blueness.For example, can by control red, green and
The glow color of the Ratio control light source 310 of blue lumination of light emitting diode intensity, it is possible thereby to realize that dynamic changes irradiation
To the color and pattern of the irradiation light of face to be verified.For example, reflection unit 312 is configurable to change luminescence unit 311
Emergent ray verifies the direction of device 300 relative to living body faces, it is possible thereby to dynamic changes the photograph for being irradiated to face to be verified
Penetrate position and the pattern of light.For example, the type of reflection unit 312 can be set according to practical application request, the reality of the application
Apply example to be not specifically limited this.For example, reflection unit 312 can be spatial light modulator (for example, digital micro-mirror, liquid
Brilliant light valve etc.), or the reflecting optics with angle regulating function.
For example, image capturing device 320 is configurable to shoot several faces to be verified corresponding with each pattern respectively
Image.For example, processing meanss 330 are configurable to determine based on the reflective character of face to be verified in multiple image to be tested
Whether witness's face is living body faces.For example, the related content of image capturing device 320 and processing meanss 330 may refer to public
A kind of living body faces for opening one embodiment offer verify the embodiment of device, will not be described here.The living body faces checking dress
300 checkings for realizing living body faces are put, and thus improves the safety of face verification device.
For example, Figure 10 is the exemplary frame of another living body faces checking device 400 that disclosure one embodiment is provided
Figure.As shown in Figure 10, the living body faces checking device 400 can include light source 410, image capturing device 420 and processing meanss
430.For example the living body faces checking device 400 can be the special purpose device for being exclusively used in living body faces checking, for example, as gate inhibition
The ingredient of the equipment such as the ingredient of system or such as ATM.
For example, the light source 410 includes luminescence unit 411 and translating device 412, and luminescence unit 411 is arranged on translating device
On 412.The light source 410 is configurable to the pattern that dynamic changes the irradiation light for being irradiated to face to be verified.410 institute of light source
Including the type of luminescence unit, outgoing wavelength (that is, glow color) and quantity can need be selected according to practical application,
Embodiments herein is not especially limited to this.For example, the light source 410 can include luminous the two of red, green and blueness
Pole pipe.For example, the Ratio control light source 410 of the lumination of light emitting diode intensity of red control, green and blueness can be passed through
Glow color, it is possible thereby to realize that dynamic changes the color and pattern of the irradiation light for being irradiated to face to be verified.For example, translation dress
Put 412 to be configurable to change the position of luminescence unit 411, it is possible thereby to dynamic changes the irradiation light for being irradiated to face to be verified
Position and pattern.For example, the type of translating device 412 can be set according to practical application request, embodiments herein
This is not specifically limited.For example, translating device 412 can be one-dimensional motorized precision translation stage, two-dimentional motorized precision translation stage or can be with
Realized by guide rail etc. and for example pass through step motor drive.
For example, image capturing device 420 is configurable to shoot several faces to be verified corresponding with each pattern respectively
Image.For example, processing meanss 430 are configurable to determine based on the reflective character of face to be verified in multiple image to be tested
Whether witness's face is living body faces.For example, the related content of image capturing device 420 and processing meanss 430 may refer to public
A kind of living body faces for opening one embodiment offer verify the embodiment of device, will not be described here.The living body faces checking dress
400 checkings for realizing living body faces are put, and thus improves the safety of face verification device.
For example, Figure 11 is the exemplary frame that a kind of living body faces that the disclosure another embodiment is provided verify device 500
Figure.As shown in figure 11, the living body faces checking device 500 can include that light source 510, the transmission of image capturing device 520, information connect
Receiving apparatus 530 and processing meanss 540.For example, the living body faces checking device 500 can be that other electronic installations are (for example, mobile
Phone, panel computer, notebook computer etc.) an ingredient.For example the living body faces checking device 500 can also be again
Be exclusively used in the special purpose device of living body faces checking, for example as gate control system the equipment such as ingredient or ATM composition portion
Grade.
For example, light source 510 is configurable to the pattern that dynamic changes the irradiation light for being irradiated to face to be verified.For example, should
Light source 510 can share other light-emitting devices (for example, at least part of region of display screen, the light source in projector) as light
Source.Again for example, the light source 510 can also be special light source (for example, Light-Emitting Diode or laser diode).For example, image is clapped
Take the photograph device 520 to be configurable to shoot the image of several faces to be verified corresponding with each pattern respectively.For example, light source 510
A kind of living body faces checking device of disclosure one embodiment offer is provided with the related content of image capturing device 520
Embodiment, will not be described here.
For example, information transceiver 530 is configurable to the image of several faces to be verified be sent to server,
And determine whether to be verified face be live body people based on the reflective character of face to be verified in multiple image from server reception
The judgement information of face, for example, the information transceiver 530 can pass through network or other technologies by several faces to be verified
Image send to server, and received based on face to be verified in multiple image from server by network or other technologies
Reflective character determines that whether face to be verified is the judgement information of living body faces.For example, the network can be the Internet, nothing
Line LAN, mobile communications network etc., described other technologies can for example include Bluetooth communication, infrared communication etc..For example, it is described
Server can be universal server or tailored version server, can be virtual server or Cloud Server etc..Information sends
Reception device 530 can include that modem, network adapter, bluetooth send receiving unit or infrared transmission receiving unit
Deng the operation such as example the information that sends or receive can also being carried out encoding, be decoded.
For example, processing meanss 540 can be performed based on judgement information and are verified or not by operation.Due to based on several
In image, to determine that whether face to be verified is that the judgement of living body faces is operated in server complete for the reflective character of face to be verified
Into, therefore the computing resource of the processing meanss 540 can be saved, it is possible thereby to reduce requirement to 540 performance of processing meanss with
And living body faces verify the manufacturing cost of device 500, it is possible to lift the experience of user.The living body faces checking device 500 can
To realize the checking of living body faces, and then improve the safety of face verification device 500.
For example, Figure 12 is a kind of exemplary frame of living body faces checking device 600 that disclosure further embodiment is provided
Figure.As shown in figure 12, the living body faces checking device 600 can include information transceiver 610 and processing meanss 620.
For example, the function of the living body faces checking device 600 can be realized by server that the server can be universal server
Or tailored version server, can be virtual server or Cloud Server etc..Information transceiver 610 can include modulatedemodulate
Adjust device, network adapter, bluetooth send receiving unit or infrared transmission receiving unit etc., for example can also to send or receive
Information such as carries out encoding, decodes at the operation.
For example, the information transceiver 610 is configurable to from client the image for receiving several faces to be verified.
For example, the processing meanss 620 are configurable to determine witness to be tested based on the reflective character of face to be verified in multiple image
Whether face is living body faces.For example, the information transceiver 610 is also configured as processing meanss 620 being based on several
In image, the reflective character of face to be verified determines that whether face to be verified is that the judgement information of living body faces is sent to client
End.For example, the information transceiver 610 can realize sending and receiving for information for example, by network or other technologies,
The network can be the Internet, WLAN, mobile communications network etc., and described other technologies for example can be logical including bluetooth
Letter, infrared communication etc..For example, the reflective character with regard to processing meanss 620 based on face to be verified in multiple image determines and treats
Whether checking face may refer to a kind of living body faces that disclosure one embodiment provides and tests for the related content of living body faces
The embodiment of card device, will not be described here.The living body faces checking device 600 can realize the checking of living body faces, and then
Improve the safety of face verification device 600.For example, the living body faces checking device 500 shown in Figure 11 as client and
Living body faces checking device 600 shown in Figure 12 can be fitted to each other as server and constitute living body faces checking system, the visitor
Family end and server may be located at same place or different location.
For example, Figure 13 is a kind of exemplary frame of living body faces checking device 700 that disclosure further embodiment is provided
Figure.As shown in figure 13, the living body faces checking device 700 can include processor 710 and memorizer 720.Deposit in memorizer 720
Computer program instructions are contained, computer program instructions perform following steps when being run by processor 710:
Step S710:Obtain dynamic change be irradiated to face to be verified irradiation light pattern when shoot respectively with respectively
The image of corresponding several faces to be verified of individual pattern;And
Step S720:Reflective character based on face to be verified in multiple image determines whether be verified face to be verified
For living body faces.
For example, the processor 710 can be CPU (CPU) or have data-handling capacity and/or instruction
With X86-based or ARM frameworks, the processing unit of the other forms of executive capability, can realize that for example, the processor 710 can be
General processor, and can also be single-chip microcomputer, microprocessor, digital signal processor, special picture processing chip or existing
Field programmable logic array etc..
For example, the memorizer 720 can for example include volatile memory and/or nonvolatile memory, for example can be with
Including polytype storage device or storage mediums such as read only memory (ROM), hard disk, flash memories.Correspondingly, the memorizer
720 can be implemented as one or more computer programs, and the computer program can include various forms of meters
Calculation machine readable storage medium storing program for executing, can store one or more computer program instructions on the computer-readable recording medium.
For example, the processor 710 can run described program instruction, to realize controlling in the embodiment of the present disclosure hereinafter described
The function of device processed and/or other desired functions, for example can be based on the light reflection of face to be verified in multiple image
Characteristic determines whether face to be verified is living body faces.
For example, the memorizer 720 can also store other various application programs and various data, such as image capturing device
The image of acquired several faces to be verified corresponding with each pattern, and the application program use and/or produce
Various data etc..
For example, in step S710, can pass through dynamic change irradiation light color and/or position (it is, for example possible to use
The color of the control dynamic change irradiation light of light source of processor 710 and/or position) carry out dynamic change and be irradiated to face to be verified
The pattern of irradiation light.For example, dynamic can be selected to change the color of irradiation light and/or the side of position according to practical application request
Method.For example, the position of face to be verified can be irradiated to by changing the position of light source dynamically to change irradiation light.And example
Such as, the position of face to be verified can also be irradiated to by changing the angle of the emergent ray of light source dynamically to change irradiation light
Put.
For example, in the case of at least part of region of the light source for display screen, show on display screen by being changed
The content shown carrys out the pattern of the light that dynamic change display screen sends, so as to dynamic change is irradiated to the irradiation light of face to be verified
Pattern.For example, by showing predetermined pattern on the display screen, and color and/or the position of predetermined pattern can be changed
Change the content shown on display screen.For example, the position of the light-emitting zone as light source of display screen can be in line direction
It is upper, in a column direction or in the row direction with change with the time on column direction, due to light-emitting zone position relative to
Face to be verified changes, and the light launched by light-emitting zone is irradiated to the position of face and also correspondingly will change, because
This can realize the dynamic change of the position of irradiation light, and it is possible thereby to realize that dynamic changes the irradiation for being irradiated to face to be verified
The pattern of light.For example, the glow color of the light-emitting zone as light source of display screen can change with the time, and thus may be used
The pattern of the irradiation light of face to be verified is irradiated to dynamic change.Obviously, the light-emitting zone as light source of display screen
Position and glow color can be changed with the time simultaneously, and it is possible thereby to dynamic changes the irradiation light for being irradiated to face to be verified
Pattern.
For example, in the case where the light source using projection arrangement is used as the light source of the living body faces checking device, Ke Yitong
The view field for crossing control projection arrangement carrys out dynamic changing relative to the position of face to be verified or/and the glow color of view field
Become position or/and the color of irradiation light, and it is possible thereby to dynamic changes the pattern of the irradiation light for being irradiated to face to be verified.
For example, in the case where light source includes special luminescence unit, it is possible to use reflection unit changes going out for luminescence unit
The direction (for example, verifying device relative to living body faces) for penetrating light or/and the position for changing luminescence unit using translating device
Method dynamically change the position of the irradiation light for being irradiated to face to be verified.For example, include in special luminescence unit red, green
In the case of the blue light emitting diode of normal complexion or laser diode, can pass through to control luminous the two of red, green and blueness
The glow color of the Ratio control light source of pole tube light-emitting intensity, and it is possible thereby to realizing that dynamic changes is irradiated to face to be verified
The color of irradiation light.The position or/and color that the irradiation light of face to be verified is irradiated to by dynamic change can be with dynamic change
It is irradiated to the pattern of the irradiation light of face to be verified.
For example, the mould of the irradiation light of face to be verified can be irradiated to according to the change of predetermined rule or stochastic and dynamic
Formula.For example, in the case of the pattern of the irradiation light that the change of stochastic and dynamic is irradiated to face to be verified, can be in each live body
The initial time of face verification generates the unique identifier corresponding with this face live body checking, then according to unique identifier
Time dependent sequence of real numbers is generated, and realizes that dynamic changes the irradiation light for being irradiated to face to be verified based on sequence of real numbers
Pattern.For example, in living body faces, the unique identifier can verify that device being internally generated, the unique identifier can with
The outside (for example, cloud server) of living body faces checking device generates and passes to living body faces checking device.For example, dynamic
Change is irradiated to the living body faces of particular content disclosure one embodiment offer of the pattern of the irradiation light of face to be verified and tests
The embodiment of card device, will not be described here.
For example, in the case of the pattern of the irradiation light that dynamic change is irradiated to face to be verified, can for example using figure
As harvester shoots the image of several faces to be verified corresponding with each pattern respectively, for example, can record and treat comprising several
The video of the image of checking face can also be continuously shot multiframe picture.In the situation that face to be verified is living body faces
Under, the light gathered by image capturing device is the reflection light of face to be verified and ambient light (not shown).Shining
In the case that the pattern (color or/and position) of the irradiation light being mapped on living body faces changes, image capturing device is obtained
Living body faces corresponding with the pattern of each irradiation light image the change according to the pattern of each irradiation light is occurred it is right
Should change.
Face to be verified be second display screen (for malicious attack display screen) shown by facial image or/
In the case of video, the light gathered by image capturing device is the reflection light of face to be verified, second display screen
Self-luminous light and ambient light (not shown).As second display screen is self-luminous body, and in image taking
In three kinds of light that device is gathered, the self-luminous light of only second display screen can be used for shape in image capturing device
Into facial image.The reflection light of second display screen and shown face to be verified generally includes partial specular reflection point
Amount, and cannot be used for facial image is formed in image capturing device, but the face figure formed with image capturing device
In the form of the noise of picture.Therefore, the pattern (color or/and position) in the irradiation light being irradiated on living body faces changes
In the case of change, even if the reflection light of the face to be verified of second display screen and its display has change slightly, also almost
The reflective character of the face to be verified shown by second display screen is not interfered with.It is possible thereby to pass through the light of face to be verified
Facial image or/and video shown by reflection characteristic differentiation living body faces and second display screen, that is to say, can be by figure
The light reflection embodied by the image of several faces to be verified corresponding with each irradiation optical mode obtained as filming apparatus is special
Property is determining whether face to be verified is living body faces.For example, the portion of same face characteristic is directed to during multiple image can be chosen
Point, the reflective character of the part of same face characteristic is then calculated, and whether face to be verified is determined according to reflective character
For living body faces.Again for example, it is also possible to choose the part of same position in multiple image, identical bits in multiple image are then calculated
The reflective character of the part put, and it is verified whether face to be verified is living body faces according to reflective character determination.
For example, in step S720, face to be verified is determined based on the reflective character of face to be verified in multiple image
Whether it is that living body faces include:
Step S721:Extract because being irradiated to face to be verified from the image of acquired video or multiframe face to be verified
On irradiation light the information (letter of the change of the image of destination object that causes of pattern (for example, color or/and position) change
Number);
Step S722:Information (signal) according to being extracted judges whether face to be verified is living body faces.
It is, for example possible to use processor 710 realizes step S721 and step S722.For example, step S721 and step S722
The data of middle generation can be stored in memorizer 720.
For example, in step S721, extract the mesh caused because of the patterns of change of the irradiation light being irradiated on face to be verified
Information (signal) method of change of the image of mark object can be selected according to practical application, embodiments herein to this not
It is specifically limited.For example, can pass through to calculate associated picture (that is, the phase of calculating multiple image and the pattern of corresponding irradiation light
Close property) method realize above-mentioned destination object image change information retrieval.For example, the method for calculating associated picture can be joined
See a kind of embodiment of living body faces checking device that disclosure one embodiment is provided, will not be described here.
For example, what is image capturing device can also obtained before execution step S721 is corresponding with each irradiation optical mode
The image of several faces to be verified carry out pretreatment.The purpose of Image semantic classification is to ensure the size of destination object, position
Put the concordance with quality.For example, according to practical application request, destination object can be the portion of whole human face region or face
Subregion, here are not specifically limited.It is, for example possible to use the method for alignment compensation makes the destination object in multiframe facial image
Position in each image is consistent, and the consistent position for referring to destination object herein is approximately constant, before and after not requiring that
It is identical.The method of alignment compensation can be found in the enforcement that a kind of living body faces of disclosure one embodiment offer verify device
Example, will not be described here.
For example, after execution step S721, before execution step S722, can also signal extracted to step S721
The reliability of (for example, the result of calculation of associated picture or dependency) is calculated.For example, can by calculate extracted signal
Face to be verified in shooting image whether outside irradiation light high light be may determine that by property, and outside it there is irradiation light
High light in the case of point out user find avoid the environment of high light direct projection from carrying out living body faces checking.For example, extracted signal
Reliability calculating and determination methods a kind of living body faces of disclosure one embodiment offer are provided and verify the reality of device
Example is applied, be will not be described here.
For example, in step S722, can be using the method for machine learning according to the signal (for example, associated picture) for being extracted
Judge whether the change of the image of destination object meets the Changing Pattern of face.It is for instance possible to use the method reality of machine learning
Existing above-mentioned judgement, and it is achieved in living body faces checking.For example, can be by the letter of the change of the image of the destination object for being extracted
Number it is input in the good grader of precondition, and is discriminated whether by shooting image that living body faces obtain (i.e. by grader
Differentiate whether face to be verified is living body faces by the grader for training).For example, above-mentioned grader can be convolutional Neural net
Network (Convolutional neural networks), support vector machine (Support Vector Machine) or other are suitable
Grader, embodiments herein are not specifically limited to this.For example, the method for grader is trained to can be found in the disclosure one
A kind of living body faces that individual embodiment is provided verify the embodiment of device, will not be described here.
For example, it is also possible to directly use reflective character of the method for machine learning based on face to be verified in multiple image
Determine whether face to be verified is living body faces.For example, unique identifier (or sequence of real numbers) and image taking can be filled
Put acquired video or multiple image be input in the good grader of precondition (for example, Recognition with Recurrent Neural Network), and by point
Class device is discriminated whether by shooting the image that living body faces are obtained.Therefore, the living body faces checking device can realize live body people
The checking of face, and thus improve the safety of face verification device 700.
For example, Figure 14 is a kind of flow chart of living body faces verification method that disclosure further embodiment is provided.As schemed
Shown in 14, the living body faces verification method includes:
Step S10:Dynamic change be irradiated to face to be verified irradiation light pattern, and shoot respectively with each pattern pair
The image of several faces to be verified answered;
Step S20:Determine whether face to be verified is live body based on the reflective character of face to be verified in multiple image
Face.
For example, in step slo, the next dynamic change of color and/or position that can change irradiation light with dynamic is irradiated to be treated
The pattern of the irradiation light of checking face.For example, can according to practical application request select dynamic change irradiation light color and/or
The method of position.For example, the position of face to be verified can be irradiated to by changing the position of light source dynamically to change irradiation light
Put.Again for example, it is also possible to dynamically changing irradiation light by the angle of the emergent ray for changing light source is irradiated to witness to be tested
The position of face.
For example, in the case of at least part of region of the light source for display screen, show on display screen by being changed
The content shown carrys out the pattern of the light that dynamic change display screen sends, so as to dynamic change is irradiated to the irradiation light of face to be verified
Pattern.For example, by showing predetermined pattern on the display screen, and color and/or the position of predetermined pattern can be changed
Change the content shown on display screen.For example, the position of the light-emitting zone as light source of display screen can be in line direction
It is upper, in a column direction or in the row direction with change with the time on column direction, due to light-emitting zone position relative to
Face to be verified changes, and the light launched by light-emitting zone is irradiated to the position of face and also correspondingly will change, because
This can realize the dynamic change of the position of irradiation light, and it is possible thereby to realize that dynamic changes the irradiation for being irradiated to face to be verified
The pattern of light.For example, the glow color of the light-emitting zone as light source of display screen can change with the time, and thus may be used
The pattern of the irradiation light of face to be verified is irradiated to dynamic change.Obviously, the light-emitting zone as light source of display screen
Position and glow color can be changed with the time simultaneously, and it is possible thereby to dynamic changes the irradiation light for being irradiated to face to be verified
Pattern.
For example, in the case where the light source using projection arrangement is used as the light source of the living body faces checking device, Ke Yitong
The view field for crossing control projection arrangement carrys out dynamic changing relative to the position of face to be verified or/and the glow color of view field
Become position or/and the color of irradiation light, and it is possible thereby to dynamic changes the pattern of the irradiation light for being irradiated to face to be verified.
For example, in the case where light source includes special luminescence unit, it is possible to use reflection unit changes going out for luminescence unit
The direction (for example, verifying device relative to living body faces) for penetrating light or/and the position for changing luminescence unit using translating device
Method dynamically change the position of the irradiation light for being irradiated to face to be verified.For example, include in special luminescence unit red, green
In the case of the blue light emitting diode of normal complexion or laser diode, can pass through to control luminous the two of red, green and blueness
The glow color of the Ratio control light source of pole tube light-emitting intensity, and it is possible thereby to realizing that dynamic changes is irradiated to face to be verified
The color of irradiation light.The position or/and color that the irradiation light of face to be verified is irradiated to by dynamic change can be with dynamic change
It is irradiated to the pattern of the irradiation light of face to be verified.
For example, the mould of the irradiation light of face to be verified can be irradiated to according to the change of predetermined rule or stochastic and dynamic
Formula.For example, in the case of the pattern of the irradiation light that the change of stochastic and dynamic is irradiated to face to be verified, can be in each live body
The initial time of face verification generates the unique identifier corresponding with this face live body checking, then according to unique identifier
Time dependent sequence of real numbers is generated, and realizes that dynamic changes the irradiation light for being irradiated to face to be verified based on sequence of real numbers
Pattern.For example, in living body faces, the unique identifier can verify that device being internally generated, the unique identifier can with
The outside (for example, cloud server) of living body faces checking device generates and passes to living body faces checking device.For example, dynamic
Change is irradiated to the living body faces of particular content disclosure one embodiment offer of the pattern of the irradiation light of face to be verified and tests
The embodiment of card device, will not be described here.
For example, in the case of the pattern of the irradiation light that dynamic change is irradiated to face to be verified, can for example using figure
As harvester shoots the image of several faces to be verified corresponding with each pattern respectively, for example, can record and treat comprising several
The video of the image of checking face can also be continuously shot multiframe picture.In the situation that face to be verified is living body faces
Under, the light gathered by image capturing device is the reflection light of face to be verified and ambient light (not shown).Shining
In the case that the pattern (color or/and position) of the irradiation light being mapped on living body faces changes, image capturing device is obtained
Living body faces corresponding with the pattern of each irradiation light image the change according to the pattern of each irradiation light is occurred it is right
Should change.
Face to be verified be second display screen (for malicious attack display screen) shown by facial image or/
In the case of video, the light gathered by image capturing device is the reflection light of face to be verified, second display screen
Self-luminous light and ambient light (not shown).As second display screen is self-luminous body, and in image taking
In three kinds of light that device is gathered, the self-luminous light of only second display screen can be used for shape in image capturing device
Into facial image.The reflection light of second display screen and shown face to be verified generally includes partial specular reflection point
Amount, and cannot be used for facial image is formed in image capturing device, but the face figure formed with image capturing device
In the form of the noise of picture.Therefore, the pattern (color or/and position) in the irradiation light being irradiated on living body faces changes
In the case of change, even if the reflection light of the face to be verified of second display screen and its display has change slightly, also almost
The reflective character of the face to be verified shown by second display screen is not interfered with.It is possible thereby to pass through the light of face to be verified
Facial image or/and video shown by reflection characteristic differentiation living body faces and second display screen, that is to say, can be by figure
The light reflection embodied by the image of several faces to be verified corresponding with each irradiation optical mode obtained as filming apparatus is special
Property is determining whether face to be verified is living body faces.For example, the portion of same face characteristic is directed to during multiple image can be chosen
Point, the reflective character of the part of same face characteristic is then calculated, and whether face to be verified is determined according to reflective character
For living body faces.Again for example, it is also possible to choose the part of same position in multiple image, identical bits in multiple image are then calculated
The reflective character of the part put, and it is verified whether face to be verified is living body faces according to reflective character determination.
For example, in step S20, determine that face to be verified is based on the reflective character of face to be verified in multiple image
It is no to include for living body faces:
Step S201:Extract because being irradiated to face to be verified from the image of acquired video or multiframe face to be verified
On irradiation light the information (letter of the change of the image of destination object that causes of pattern (for example, color or/and position) change
Number);
Step S202:Information (signal) according to being extracted judges whether face to be verified is living body faces.
For example, in step s 201, extract the mesh caused because of the patterns of change of the irradiation light being irradiated on face to be verified
Information (signal) method of change of the image of mark object can be selected according to practical application, embodiments herein to this not
It is specifically limited.For example, can pass through to calculate associated picture (that is, the phase of calculating multiple image and the pattern of corresponding irradiation light
Close property) method realize above-mentioned destination object image change information retrieval.For example, the method for calculating associated picture can be joined
See a kind of embodiment of living body faces checking device that disclosure one embodiment is provided, will not be described here.
For example, what is image capturing device can also obtained before execution step S201 is corresponding with each irradiation optical mode
The image of several faces to be verified carry out pretreatment.The purpose of Image semantic classification is to ensure the size of destination object, position
Put the concordance with quality.For example, according to practical application request, destination object can be the portion of whole human face region or face
Subregion, here are not specifically limited.It is, for example possible to use the method for alignment compensation makes the destination object in multiframe facial image
Position in each image is consistent, and the consistent position for referring to destination object herein is approximately constant, before and after not requiring that
It is identical.The method of alignment compensation can be found in the enforcement that a kind of living body faces of disclosure one embodiment offer verify device
Example, will not be described here.
For example, after execution step S201, before execution step S202, can also signal extracted to step S201
The reliability of (for example, the result of calculation of associated picture or dependency) is calculated.For example, can by calculate extracted signal
Face to be verified in shooting image whether outside irradiation light high light be may determine that by property, and outside it there is irradiation light
High light in the case of point out user find avoid the environment of high light direct projection from carrying out living body faces checking.For example, extracted signal
Reliability calculating and determination methods a kind of living body faces of disclosure one embodiment offer are provided and verify the reality of device
Example is applied, be will not be described here.
For example, in step S202, can be using the method for machine learning according to the signal (for example, associated picture) for being extracted
Judge whether the change of the image of destination object meets the Changing Pattern of face.It is for instance possible to use the method reality of machine learning
Existing above-mentioned judgement, and it is achieved in living body faces checking.For example, can be by the letter of the change of the image of the destination object for being extracted
Number it is input in the good grader of precondition, and is discriminated whether by shooting image that living body faces obtain (i.e. by grader
Differentiate whether face to be verified is living body faces by the grader for training).For example, above-mentioned grader can be convolutional Neural net
Network (Convolutional neural networks), support vector machine (Support Vector Machine) or other are suitable
Grader, embodiments herein are not specifically limited to this.For example, the method for grader is trained to can be found in the disclosure one
A kind of living body faces that individual embodiment is provided verify the embodiment of device, will not be described here.
For example, it is also possible to directly use reflective character of the method for machine learning based on face to be verified in multiple image
Determine whether face to be verified is living body faces.For example, unique identifier (or sequence of real numbers) and image taking can be filled
Put acquired video or multiple image be input in the good grader of precondition (for example, Recognition with Recurrent Neural Network), and by point
Class device is discriminated whether by shooting the image that living body faces are obtained.Therefore, the living body faces verification method can realize live body people
The checking of face, and thus improve the safety of face verification method.
Present disclose provides a kind of living body faces verification method and device, the living body faces verification method and device are realized
The checking of living body faces, and thus improve the safety of face verification method and device.
The above is only the exemplary embodiment of the present invention, not for limiting the scope of the invention, this
Bright protection domain is determined by appended claim.
Claims (15)
1. a kind of living body faces verification method, including:
Dynamic changes the pattern of the irradiation light for being irradiated to face to be verified, and shoots corresponding with each pattern described in several respectively
The image of face to be verified;
Determine whether the face to be verified is live body based on the reflective character of face to be verified described in the multiple image
Face.
2. living body faces verification method according to claim 1, wherein, dynamic change the color of the irradiation light and/or
The pattern that dynamic change is irradiated to the irradiation light of the face to be verified is carried out in position.
3. living body faces verification method according to claim 2, wherein, the light sent using display screen is used as being irradiated to
The irradiation light of the face to be verified, and by changing the content shown on the display screen come dynamic change display screen
The pattern of the light for sending, so as to dynamic change is irradiated to the pattern of the irradiation light of the face to be verified.
4. living body faces verification method according to claim 1, wherein, shoot several institutes corresponding with each pattern respectively
The image for stating face to be verified includes recording the video comprising described image.
5. according to the arbitrary described living body faces verification method of claim 1-4, wherein, measuring described in the multiple image
After the reflective character of face, determine by the grader of training in advance whether the face to be verified is living body faces.
6. a kind of living body faces verify device, including:
Light source, is configured to the pattern that dynamic changes the irradiation light for being irradiated to face to be verified;
Image capturing device, is configured to shoot the image of several faces to be verified corresponding with each pattern respectively;
Processing meanss, be configured to face to be verified described in the multiple image reflective character determine it is described to be verified
Whether face is living body faces.
7. living body faces according to claim 6 verify device, wherein, the light source is configured to dynamic and changes the irradiation
The color of light and/or position, so as to dynamic change is irradiated to the pattern of the irradiation light of the face to be verified.
8. living body faces according to claim 7 verify device, wherein, the light source is display screen, the display screen
Curtain is configured to pass the pattern for changing the irradiation light that the next dynamic change of shown content is irradiated to the face to be verified.
9. according to the arbitrary described living body faces checking device of claim 6-8, wherein, the processing meanss are additionally configured to every
The initial time of secondary living body faces checking generates the unique identifier corresponding with this face live body checking.
10. living body faces according to claim 9 verify device, wherein, the processing meanss are additionally configured to according to described
Unique identifier generates time dependent sequence of real numbers, and it is to be tested to realize that dynamic change is irradiated to based on the sequence of real numbers
The pattern of the irradiation light of witness's face.
11. living body faces according to claim 6 verify device, wherein, described image filming apparatus are configured to recording and regard
Frequency is shooting the image of several faces to be verified corresponding with each pattern respectively.
12. according to the arbitrary described living body faces checking device of claim 6-8 and 11, wherein, the processing meanss are configured to
Described in the measurement multiple image after the reflective character of face, described treating is determined by the grader of training in advance
Whether checking face is living body faces.
A kind of 13. living body faces verify device, including processor and memorizer, wherein, be stored with the memorizer computer
Programmed instruction, the computer program instructions perform following steps when being run by the processor:
What is shot during the pattern for obtaining the irradiation light for being irradiated to face to be verified in dynamic change is corresponding with each pattern respectively
The image of several faces to be verified;
Determine whether the face to be verified is live body based on the reflective character of face to be verified described in the multiple image
Face.
A kind of 14. living body faces verify device, including:
Light source, is configured to the pattern that dynamic changes the irradiation light for being irradiated to face to be verified;
Image capturing device, is configured to shoot the image of several faces to be verified corresponding with each pattern respectively;
Information transceiver, is configured to the image of several faces to be verified be sent to server, from described
Server receives whether determine the face to be verified based on the reflective character of face to be verified described in the multiple image
For the judgement information of living body faces,
Processing meanss, are performed based on the judgement information and are verified or not by operation.
A kind of 15. living body faces verify device, including information transceiver and processing meanss, wherein, described information sends
Reception device is configured to from client the image for receiving several faces to be verified, the processing meanss be configured to it is described several
The reflective character of face to be verified described in image determines that whether the face to be verified is living body faces, and described information sends
The reflective character that reception device is additionally configured to by the processing meanss based on face to be verified described in the multiple image is true
Whether the fixed face to be verified is that the judgement information of living body faces is sent to the client.
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