CN108648251A - 3D expressions production method and system - Google Patents
3D expressions production method and system Download PDFInfo
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- CN108648251A CN108648251A CN201810462877.0A CN201810462877A CN108648251A CN 108648251 A CN108648251 A CN 108648251A CN 201810462877 A CN201810462877 A CN 201810462877A CN 108648251 A CN108648251 A CN 108648251A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T13/00—Animation
- G06T13/20—3D [Three Dimensional] animation
- G06T13/40—3D [Three Dimensional] animation of characters, e.g. humans, animals or virtual beings
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- G06—COMPUTING; CALCULATING OR COUNTING
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Abstract
A kind of 3D expressions production method of present invention offer and system, described method includes following steps:S1:Offer standard expression model;S2:Acquire face two dimensional image of the user under current expression and face depth image;S3:The standard expression model deformation is driven based on the face two dimensional image and the face depth image, generates the expression animation consistent with the human face expression.Method and system through the invention can improve user experience, increase the interest of chat.
Description
Technical field
The present invention relates to technical field of image processing more particularly to a kind of 3D expressions production methods and system.
Background technology
Network communication is carried out by internet and has become an essential part in people's daily life, is chatted linking up
The content that language is not easy description can also be given expression to active atmosphere by sending some expressions in the process.It is various
Expression coating makes in advance to be used so that user downloads, and current most of expression packets are made by third party professional, commonly
User only has right selected to use.
In order to enable user can independently define expression packet, photo is independently selected by user in some technologies, then by
Software for producing generates corresponding expression after the measures such as being identified, dividing to photo content.This kind of expression packet is although easy to make,
But due to being 2D expressions, user experience is poor.
Invention content
The present invention provides a kind of 3D tables to solve the problem of that the expression packet of the prior art is 2D expression poor user experiences
Feelings production method and system.
To solve the above-mentioned problems, the technical solution adopted by the present invention is as described below:
A kind of 3D expressions production method, includes the following steps:S1:Offer standard expression model;S2:User is acquired current
Face two dimensional image under expression and face depth image;S3:Based on the face two dimensional image and the face depth image
The standard expression model deformation is driven, the expression animation consistent with the human face expression is generated.
In an embodiment of the present invention, the face two dimensional image includes infrared image, the infrared image and institute
It is interleaved acquisition to state face depth image.
In another embodiment of the present invention, driving described in step S3 includes:Obtain the face depth image with
Orientative feature parameter in the face two dimensional image and expressive features parameter;According to the expressive features parameter and the side
Position characteristic parameter drives the standard expression model deformation;It is consistent with the human face expression based on the expressive features parameter acquiring
The corresponding text of expression animation and/or voice.
In the another embodiment of the present invention, further include:The voice of user described in synchronous acquisition identifies the voice simultaneously
Obtain text corresponding with the voice;According to the voice identified corresponding primary sound is matched from preset original voice library
Voice;Further include by the text and/or voice or original voice and the expression Model Fusion.
The present invention provides a kind of 3D expressions manufacturing system again, including:Depth camera, for obtaining two dimensional image and depth map
Picture;Memory, for storing data information;Processor is connected with the depth camera and the memory, for executing as before
Any 3D expression production methods.
In an embodiment of the present invention, the two dimensional image includes infrared image, and the depth camera includes:It is infrared
Floodlight, for providing infrared illumination;Infrared structure light projector is used for target projection infrared structure light image;Infrared phase
Machine acquires the infrared image when the only described infrared floodlight is opened, and is adopted when the only described infrared structure light projector opens
Structure set light image;Depth calculation processor carries out depth calculation to obtain depth image to the structure light image.
In another embodiment of the present invention, the two dimensional image includes coloured image, and the depth camera further includes
Color camera, the coloured image for acquiring target under the conditions of visible light shines.
Beneficial effects of the present invention are:A kind of 3D expressions production method and system are provided, pre-stored standard expression mould is passed through
Type, the face two dimensional image based on collected user under current expression become with face depth image driving standard expression model
Shape generates the expression animation consistent with the human face expression, improves user experience, increases the interest of chat.
Description of the drawings
Fig. 1 is a kind of schematic diagram of 3D expressions manufacturing system according to the ... of the embodiment of the present invention.
Fig. 2 is a kind of schematic diagram of 3D expressions production method according to the ... of the embodiment of the present invention.
Wherein, 100- depth cameras, 110- processors, 120- memories, 130- displays, 140- input/output interfaces,
150- microphones, 101- infrared structures light projector, 102- infrared floodlights, 103- infrared cameras, the processing of 104- depth calculations
Device.
Specific implementation mode
The present invention is described in detail by specific embodiment below in conjunction with the accompanying drawings, for a better understanding of this hair
It is bright, but following embodiments are not intended to limit the scope of the invention.In addition, it is necessary to illustrate, the diagram provided in following embodiments
Only illustrate the basic conception of the present invention in a schematic way, is only shown in attached drawing with related component in the present invention rather than according to reality
Component count, shape when implementation and size are drawn, when actual implementation each component shape, quantity and ratio can be it is a kind of with
The change of meaning, and its assembly layout form may also be increasingly complex.
As shown in Figure 1, the present invention provides a kind of 3D expressions manufacturing system, system includes:Depth camera 100, memory
120, processor 110 can also include display 130, input/output interface 140, microphone 150 etc..
Depth camera 100 is used to obtain the two dimensional image and depth image (video) of target, in one embodiment, depth
Camera 100 is the depth camera based on structured light technique, including infrared structure light projector 101, infrared camera 103 and depth
Computation processor 104, wherein infrared structure light projector 101 are used for target projection infrared structure light image, infrared camera 103
Acquire and transmission structure light image be to depth calculation processor, depth calculation processor to structure light image implement depth calculation with
Depth image is obtained, depth camera 100 further includes the infrared floodlight 102 of an offer infrared illumination, when infrared floodlight 102
Open and infrared structure light projector 101 close when, infrared camera 103 will collect two dimensional image (infrared image).It therefore can
To pass through the alternation to infrared floodlight 102 and infrared structure light projector 101 so that depth camera 100 has friendship
For the ability of acquisition two-dimensional infrared image and depth image.Here infrared floodlight 102 and infrared structure light projector 101
It can be integrated into the same device, which has the function of floodlighting and structured light projection, it is possible thereby to save space
With cost.In one embodiment, depth camera 100 further includes a color camera (being not drawn into figure), visible for acquiring
Two dimensional image-coloured image of target under illumination condition, it is inclined on position due to having between color camera and infrared camera at this time
Difference, therefore there are parallaxes between depth image and coloured image, in some applications it is desirable to depth image and coloured image into
Row registration is not regarded if do not illustrated in the description below between default depth image and two dimensional image with eliminating parallax
Difference.In some embodiments, two dimensional image can also include other images, such as thermal infrared images, ultraviolet image etc..
The ginseng of infrared camera 103 or color camera in information, such as depth camera 100 for storing data of memory 120
Number data, the reference image data for calculating depth image, 3D expression production processes data, ephemeral data etc..Memory
120 can there are one or it is multiple, be distributed in the different location of system, for example depth camera is embedded by a flash memory
In, the memories such as RAM, ROM are additionally provided in system.
Processor 110 is connect with memory 120, depth camera 100 etc. respectively, for controlling and handling data.One
In a little embodiments, processor 110 is embedded in depth camera comprising at least two sub-processors, such as one of sub-processor
The middle calculating task for executing depth image, i.e. depth calculation processor.Processor 110 is held by calling the program in memory
The relevant instruction of row.In one embodiment, it is stored with the program of 3D expressions making in memory 120, swashs in 3D expression tasks
After work, processor calls relative program and executes following 3D expressions production method, and the method is as shown in Figure 2:
(1) standard expression model is provided.
Standard expression model is pre-set and preserves in memory to be called by processor.Standard expression model can
To be made by 3D animation softs, existing model, such as Candide-3 models, MPEG-4 moulds can also be selected
Type etc..Standard expression model can be single model, can also include the benchmark model under multiple and different expressions.Standard expression mould
Containing the characteristic parameter that can be deformed in type, for example its characteristic parameter includes multiple AU for Candide-3 models
(Action Units) parameter, its characteristic parameter includes multiple static parameter FDPs and dynamic parameter for MPEG-4 models
FAPs.In some embodiments, standard expression model can also include animal model, plant model and dummy object model
Deng.
Standard expression model can be deformed under the driving of characteristic parameter, in one embodiment, characteristic parameter point
For orientative feature parameter and expressive features parameter, the orientation control for being respectively intended to control standard expression model is controlled with expression.
(2) face two dimensional image of the acquisition user under current expression and face depth image.
Processor will send out excitation signal to depth camera, and depth camera is after receiving excitation signal in its visual field
Object carries out Image Acquisition, such as with the frame per second interleaved acquisition infrared image and depth image of 60fps, it is possible thereby to obtain respectively
The infrared image and depth image of 30fps.Due to being interleaved acquisition, the two dimensional image and depth of synchronization are if desired obtained
Image is spent, then needs to be further processed, such as to consecutive frame depth image into row interpolation etc., or considers consecutive frame
Infrared image and depth image interval time it is very short, it be it is that synchronization acquires that can be approximately considered.For two dimension
Image, which is the situation of coloured image, can then synchronize the acquisition for carrying out coloured image and depth image, only subsequently need to carry out
Additional registration calculates.
After the two dimensional image and depth image for collecting target, Face datection is carried out with tracking to obtain to two dimensional image
Face two dimensional image and depth image, for example current face is detected using Viola-Jones Face datection algorithms, utilize Mean
Shift algorithms realize the face tracking to follow-up multiple image, to obtain the face two dimensional image in each frame two dimensional image, by
Correspondence between two dimensional image and depth image can then obtain corresponding face depth image.In one embodiment
In, further face depth image is handled to obtain precision higher model, such as face wire frame model etc., is unified
See, face depth image is collectively referred to as in subsequent description.
(3) it is based on the face two dimensional image and drives the standard expression model deformation with the face depth image, it is raw
At the expression animation consistent with the human face expression.
After getting face two dimensional image and face depth image, carrying out feature extraction to it respectively can be driven with obtaining
The characteristic parameter of dynamic standard expression model deformation.In one embodiment, the first step is by calculating face depth image
To obtain the position vector of current face, such as first by being extracted to face key point coordinates, in the present embodiment, close
Key point includes forehead, the corners of the mouth and nose, and the wherein key point at forehead and the corners of the mouth is used to determine the plane where face, nose
Point at point then is used to determine the normal vector of face, i.e. position vector, and driving standard expression model can be obtained by position vector
Direction parameter.Second step is to executing feature point extraction algorithm, such as active appearance models (AAM) algorithm after face two dimensional image
Include facial contour, eye, nose and mouth etc. Deng, characteristic point, the characteristic point of required acquisition and the standard expression mould of selection
Type is related, similarly, due to the correspondence between two dimensional image and depth image, can directly acquire the three of these characteristic points
Dimensional coordinate values.Third walks, and standard expression model is registrated with current face's depth image.For example use ICP registration Algorithms
Realize being aligned and deforming to standard expression model and current face's depth image.Specifically, in one embodiment, if standard
Expression model is indicated with following formula:
M=R (m+S α+A β)+T
Wherein m indicates that neutral standard expression model, R, T indicate the spin matrix and translation square in reflection face orientation respectively
Battle array, S, A are respectively static deformation matrix and dynamic deformation matrix, and α, β indicate static parameter and dynamic parameter respectively.
The purpose of registration be by continuous iteration with minimize energy function solve R, T in standard expression model, α,
β, R and T indicate that orientative feature parameter, α and β indicate expressive features parameter, calculate and work as to be based further on these parameters
The consistent expression animation of preceding human face expression.Energy function reaction is face depth image (being indicated with D) and standard expression model M
Difference between middle corresponding points.
In registration process, the selection of iterative initial value is by the speed for directly influencing iteration and the precision being registrated, at one
In embodiment, iterations can be greatly decreased as iterative initial value with feature point coordinates in position vector in previous step and are carried
Rise registration accuracy.
The simple expression animation being made of image is often not lively enough, some texts are combined on the basis of expression animation
Or voice can then promote the ornamental value of expression animation.
In one embodiment, based on expressive features parameter acquired in abovementioned steps, in the text pre-set
And/or it is chosen in sound bank and the matched text of expressive features parameter institute and/or voice.Such as the expression for reflection pain
For characteristic parameter, matching text and/or voice are equally used for expression pain.
In some embodiments, same using devices such as microphones during carrying out Image Acquisition using depth camera
Step acquisition user speech.Can by user speech dubbing directly as expression animation.In one embodiment, in order to increase interest
Taste etc. is handled user speech by mixing sound technology, for example is processed into the voice of other pronunciations or expression way, by this
Voice is dubbed as expression animation.
In some embodiments, user speech is identified on the basis of synchronous acquisition user speech, and further
According to the phonetic search recognized similar original voice, such as movie soundtrack, TV primary sound, animation primary sound etc. therewith, to
It can significant increase interest.To achieve it, generally require to pre-establish original voice library, and in original voice library
Voice is identified and marks corresponding characteristic symbol, and characteristic symbol includes time, number of characters, content etc..To user speech
After being identified, at least one of features such as same time, number of characters, content for obtaining user speech, and it is based on this feature
It is scanned for from original voice library to match suitable original voice, finally matching using the original voice as expression animation
Sound.In one embodiment, the content of user speech, and stitching portion voice identical with user speech content can be identified.
After obtaining corresponding text and/or voice or original voice etc., itself and each frame in expression animation are melted
It closes to obtain final expression animation.
In some embodiments, after completing expression animation and making, expression animation is saved in memory to form 3D
Expression packet, in order to subsequently call at any time.
Any process described otherwise above or method description are construed as in Fig. 2 or herein, and expression includes one
It is a or more for realizing specific logical function or process the step of executable instruction code module, segment or portion
Point, and the range of the preferred embodiment of the present invention includes other realization, wherein can not press shown or discuss suitable
Sequence, include according to involved function by it is basic simultaneously in the way of or in the opposite order, to execute function, this should be of the invention
Embodiment person of ordinary skill in the field understood.
Expression or logic and/or step described otherwise above herein in fig. 2, are used for for example, being considered
The order list for realizing the executable instruction of logic function, may be embodied in any computer-readable medium, for referring to
Enable execute system, device or equipment (system of such as computer based system including processor or other can be from instruction execution
System, device or equipment instruction fetch and the system executed instruction) it uses, or combine these instruction execution systems, device or equipment
And it uses.For the purpose of this specification, " computer-readable medium " can be it is any can include, store, communicate, propagate, or transport
Program is for instruction execution system, device or equipment or the device used in conjunction with these instruction execution systems, device or equipment.
The more specific example (non-exhaustive list) of computer-readable medium includes following:Electrical connection with one or more wiring
Portion's (electronic device), portable computer diskette box (magnetic device), random access memory (RAM), read-only memory (ROM) can
Wipe editable read-only memory (EPROM or flash memory), fiber device and portable optic disk read-only storage
(CDROM).In addition, computer-readable medium can even is that the paper that can print described program on it or other suitable Jie
Matter, because can be for example by carrying out optical scanner to paper or other media, then into edlin, interpretation or when necessary with other
Suitable method is handled electronically to obtain described program, is then stored in computer storage.
It should be appreciated that each section of the present invention can be realized with hardware, software, firmware or combination thereof.Above-mentioned
In embodiment, software that multiple steps or method can in memory and by suitable instruction execution system be executed with storage
Or firmware is realized.It, and in another embodiment, can be under well known in the art for example, if realized with hardware
Any one of row technology or their combination are realized:With the logic gates for realizing logic function to data-signal
Discrete logic, with suitable combinational logic gate circuit application-specific integrated circuit, programmable gate array (PGA), scene
Programmable gate array (FPGA) etc..
Those skilled in the art are appreciated that realize all or part of step that above-described embodiment method carries
Suddenly it is that relevant hardware can be instructed to complete by program, the program can be stored in a kind of computer-readable storage medium
In matter, which includes the steps that one or a combination set of embodiment of the method when being executed.
In addition, each functional unit in each embodiment of the present invention can be integrated in a processing module, it can also
That each unit physically exists alone, can also two or more units be integrated in a module.Above-mentioned integrated mould
The form that hardware had both may be used in block is realized, can also be realized in the form of software function module.The integrated module is such as
Fruit is realized in the form of software function module and when sold or used as an independent product, can also be stored in a computer
In read/write memory medium.
The above content is a further detailed description of the present invention in conjunction with specific preferred embodiments, and it cannot be said that
The specific implementation of the present invention is confined to these explanations.For those skilled in the art to which the present invention belongs, it is not taking off
Under the premise of from present inventive concept, several equivalent substitute or obvious modifications can also be made, and performance or use is identical, all answered
When being considered as belonging to protection scope of the present invention.
Claims (10)
1. a kind of 3D expressions production method, which is characterized in that include the following steps:
S1:Offer standard expression model;
S2:Acquire face two dimensional image of the user under current expression and face depth image;
S3:Drive the standard expression model deformation based on the face two dimensional image and the face depth image, generate with
The consistent expression animation of the human face expression.
2. 3D expressions production method as described in claim 1, which is characterized in that the face two dimensional image includes infrared figure
Picture, the infrared image and the face depth image are interleaved acquisitions.
3. 3D expressions production method as described in claim 1, which is characterized in that described in step S3 driving include:
Obtain the face depth image and the orientative feature parameter and expressive features parameter in the face two dimensional image;Foundation
Standard expression model deformation described in the expressive features parameter and the orientative feature driving parameter.
4. 3D expressions production method as claimed in claim 3, which is characterized in that further include:Based on the expressive features parameter
Obtain the corresponding text of consistent with human face expression expression animation and/or voice.
5. 3D expressions production method as described in claim 1, which is characterized in that further include:The language of user described in synchronous acquisition
Sound identifies the voice and obtains text corresponding with the voice.
6. the 3D expression production methods as described in right wants 5, which is characterized in that according to the voice identified from preset primary sound language
Corresponding original voice is matched in sound library.
7. the 3D expression production methods as described in right wants 4-6 any, which is characterized in that further include by the text and/or language
Sound or original voice and the expression Model Fusion.
8. a kind of 3D expressions manufacturing system, which is characterized in that including:
Depth camera, for obtaining two dimensional image and depth image;
Memory, for storing data information;
Processor is connected with the depth camera and the memory, for executing the 3D tables as described in claim 1-7 is any
Feelings production method.
9. 3D expressions manufacturing system as claimed in claim 8, which is characterized in that the two dimensional image includes infrared image, institute
Stating depth camera includes:
Infrared floodlight, for providing infrared illumination;
Infrared structure light projector is used for target projection infrared structure light image;
Infrared camera acquires the infrared image when the only described infrared floodlight is opened, when the only described infrared structure light projection
Instrument acquires structure light image when opening;
Depth calculation processor carries out depth calculation to obtain depth image to the structure light image.
10. 3D expressions manufacturing system as claimed in claim 9, which is characterized in that the two dimensional image includes coloured image, institute
It further includes color camera to state depth camera, the coloured image for acquiring target under the conditions of visible light shines.
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CN110321009A (en) * | 2019-07-04 | 2019-10-11 | 北京百度网讯科技有限公司 | AR expression processing method, device, equipment and storage medium |
CN111530087A (en) * | 2020-04-17 | 2020-08-14 | 完美世界(重庆)互动科技有限公司 | Method and device for generating real-time expression package in game |
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