CN107437052A - Blind date satisfaction computational methods and system based on micro- Expression Recognition - Google Patents
Blind date satisfaction computational methods and system based on micro- Expression Recognition Download PDFInfo
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- CN107437052A CN107437052A CN201610363609.4A CN201610363609A CN107437052A CN 107437052 A CN107437052 A CN 107437052A CN 201610363609 A CN201610363609 A CN 201610363609A CN 107437052 A CN107437052 A CN 107437052A
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- G06V40/10—Human or animal bodies, e.g. vehicle occupants or pedestrians; Body parts, e.g. hands
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- G06V40/174—Facial expression recognition
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Abstract
The invention discloses a kind of blind date satisfaction computational methods based on micro- Expression Recognition, including：During blind date both sides' meeting, the facial expression of user is gathered；Recognition of face is carried out to the facial expression collected, obtains the expression data of user；According to the expression data of acquisition, micro- expression of user is analyzed；Type of emotion corresponding to each micro- expression of analysis, calculate user's number that different type of emotion occur during whole blind date and duration；The number and duration occurred according to different type of emotion, calculate the blind date satisfaction of user.The present invention is recorded a video by high definition, the change of the micro- expression of system intellectual analysis face, is accomplished Synchronization Analysis, real-time result of calculation, so as to preferably understand the emotion expressed by micro- expression of both sides, is understood the satisfaction to object of blindly dating；Satisfaction for user to different blind date objects, excavates the real demand of user, matchmaker is introduced object of more suitably blindly dating for it, there is provided blind date success rate.
Description
Technical field
The present invention relates to a kind of blind date satisfaction computational methods and system based on micro- Expression Recognition.
Background technology
There is archaism cloud in China：Men fear into the wrong line, and female is afraid of to transfer wrong people.With the friendship of deepization, compatriots of opening-up of china reform
Friendly idea gradually opens.A collection of " remaining male spinster " has been urged out in busy, household urgency of work, helpless etc. the factor of life,
And increasing people selects to find oneself second half with blindly dating, but during blind date, whether sincerity is liked pair
Whether side, other side are pleased with oneself, the real satisfaction of both sides；These can all influence the further hair of blind date both sides
Exhibition, and real heart impression.
It is known that people can show different facial expressions and limb action under different psychologic statuses.For example
One people's eyebrow is raised up, is crowded together, and he, which is particularly likely that, is in frightened, worry or worry；Ectropion of nostril, lip are tightly closed lightly,
Indicate uncontrollable anger；Chin is kicked up, the self-accusation of mouth sagging table；It is simple eye it is micro- narrow, the unilateral corners of the mouth is micro- to be chosen, and table is not considered worth doing, gently
Slight etc..
Micro- expression is the subject to be extended out from psychology, and it is moment of the people within the time of 1/5th seconds
Expression.During commercial negotiation, daily communication and family life etc. contact with people, the true phychology of other side is for thing
Success or failure or the fine or not influence of relation are very big, and phychology and micro- expression are closely related.
If it is possible to micro- expression of the blind date both sides in blind date is obtained, to should be appreciated that it is real in blind date
Truly feels will be very helpful.
The content of the invention
It is an object of the invention to provide a kind of blind date satisfaction computational methods based on micro- Expression Recognition and system with logical
Cross and calculate the satisfaction of blind date both sides by identifying micro- expression of blind date both sides, improve blind date success rate.
In order to solve the above-mentioned technical problem, the technical scheme of use is the present invention：A kind of blind date based on micro- Expression Recognition
Satisfaction computational methods, including：
Step S1：During blind date both sides' meeting, the facial expression of user is gathered；
Step S2：Recognition of face is carried out to the facial expression collected, obtains the expression data of user；
Step S3：According to the expression data of acquisition, micro- expression of user is analyzed；
Step S4：Type of emotion corresponding to each micro- expression of analysis, calculate user's different moods during whole blind date
The number and duration that type occurs；And
Step S5：The number and duration occurred according to different type of emotion, calculate the blind date satisfaction of user.
Preferably, the step S3 includes：
According to the expression data of acquisition, judge the change between each expression frame by frame, record the amplitude that each changes and time
Number；
According to the amplitude and number of each change, micro- expression of user is analyzed.
Preferably, after step s 5, methods described also includes：
Show emotional change trend of the user during blind date.
Preferably, after step s 5, methods described also includes：
Satisfaction of the user to different blind date objects is analyzed, summarizes the higher blind date object type of user satisfaction.
Correspondingly, the present invention also provides a kind of blind date satisfaction computing system based on micro- Expression Recognition, it is characterised in that
Including：
Picture recording module, for during blind date both sides' meeting, gathering the facial expression of user；
Face recognition module, recognition of face is carried out to the facial expression collected for root, obtains the expression data of user；
Micro- Expression analysis module, for the expression data according to acquisition, analyze micro- expression of user；
Mood analysis module, type of emotion corresponding to each micro- expression is analyzed, calculate user during whole blind date not
The number and duration occurred with type of emotion；And
Satisfaction computing module, for the number and duration occurred according to different type of emotion, calculate user's
Blind date satisfaction.
Preferably, a kind of blind date satisfaction computing system based on micro- Expression Recognition, it is characterised in that including：
Picture recording module, for during blind date both sides' meeting, gathering the facial expression of user；
Face recognition module, recognition of face is carried out to the facial expression collected for root, obtains the expression data of user；
Micro- Expression analysis module, for the expression data according to acquisition, analyze micro- expression of user；
Mood analysis module, type of emotion corresponding to each micro- expression is analyzed, calculate user during whole blind date not
The number and duration occurred with type of emotion；And
Satisfaction computing module, for the number and duration occurred according to different type of emotion, calculate user's
Blind date satisfaction.
Preferably, in addition to：
As a result display module, for showing emotional change trend of the user during blind date.
Preferably, in addition to：
Customer analysis module, for analyzing satisfaction of the user to different blind date objects, it is higher to summarize user satisfaction
Blind date object type.
Preferably, in addition to：
Memory module, for being stored in the facial expression of the user collected during blind date both sides' meeting.
Implement the embodiment of the present invention, have the advantages that：Blind date provided by the invention based on micro- Expression Recognition is expired
Meaning degree computational methods and system, are recorded a video by high definition, the change of the micro- expression of system intellectual analysis face, accomplish Synchronization Analysis, real
When result of calculation, so as to preferably understand both sides micro- expression expressed by emotion, understand to blindly date object satisfaction, subtract
Few party sentences certain reason and tells a lie or cover up real feelings；Satisfaction for user to different blind date objects, excavates and uses
The real demand at family, matchmaker is set to introduce object of more suitably blindly dating for it, there is provided blind date success rate.
Brief description of the drawings
In order to illustrate more clearly about the embodiment of the present invention or technical scheme of the prior art, below will be to embodiment or existing
There is the required accompanying drawing used in technology description to be briefly described, it should be apparent that, drawings in the following description are only this
Some embodiments of invention, for those of ordinary skill in the art, on the premise of not paying creative work, can be with
Other accompanying drawings are obtained according to these accompanying drawings.
Fig. 1 is the flow chart for the blind date satisfaction computational methods based on micro- Expression Recognition that one embodiment of the invention provides；
Fig. 2 is the schematic diagram for the blind date satisfaction computing system based on micro- Expression Recognition that one embodiment of the invention provides.
Embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, complete
Site preparation describes, it is clear that described embodiment is only part of the embodiment of the present invention, rather than whole embodiments.It is based on
Embodiment in the present invention, those of ordinary skill in the art are obtained every other under the premise of creative work is not made
Embodiment, belong to the scope of protection of the invention.
Fig. 1 is the flow chart for the blind date satisfaction computational methods based on micro- Expression Recognition that one embodiment of the invention provides.
As shown in figure 1, the blind date satisfaction computational methods based on micro- Expression Recognition comprise the following steps：
Step S1：During blind date both sides' meeting, the facial expression of user is gathered.
Specifically, in an embodiment of the present invention, the both sides that blindly date are arranged in into the light and spacious place of light to meet, shelter is put
Put high-definition camera and carry out face shots, recording and storing is carried out by the colleague shot, so as to subsequent analysis and broadcasting.Can also be by
It can realize that operational blocks which partition system, device or the equipment of image collecting function are realized.Protection scope of the present invention is not limited to the present embodiment
That enumerates realizes structure.Facial expression is a kind of body language form for completing fine information communication.The face of people has tens of pieces of fleshes
Meat, extremely abundant expression can be produced, it is accurate to pass on ten a variety of phychologies and emotion.Facial expression can be showed and whether affirmed
It is fixed, receive with refusal, actively with passive, strong with the emotion such as slight.In general, show pleasure key position be mouth, cheek,
Eyebrow, volume；What performance was detested is nose, cheek, mouth；Performance sadness is eyebrow, volume, eyes and eyelid：Performance fear is eyes and eye
Eyelid.
Step S2：Recognition of face is carried out to the facial expression collected, obtains the expression data of user.
Specifically, in an embodiment of the present invention, by the transmission of video of recording to face recognition module, face knowledge is carried out
Not, the expression data of user is obtained, so as to more accurately identify the change of micro- expression.
Step S3：According to the expression data of acquisition, micro- expression of user is analyzed.
Specifically, in an embodiment of the present invention, according to the expression data of acquisition, the change between each expression is judged frame by frame
Change, record the amplitude each changed and number；According to the amplitude and number of each change, micro- expression of user is analyzed.As found
Eyebrow is upwardly deviated from, and as eyebrow raises up tension；Eyeball is inclined to the left side, then represents and eye left, and deviation the right, representative is eyed right.
Step S4：Type of emotion corresponding to each micro- expression of analysis, calculate user's different moods during whole blind date
The number and duration that type occurs.
Specifically, in an embodiment of the present invention, the institute that the mankind can be likely to occur by this step according to micro- expression is in love
Thread is classified, refinement, then determines the type of emotion expressed by the current facial information of user by identification, such as：Certainly it is, no
It is fixed, receive, refusal, actively, it is passive, strong, slight etc..Protection scope of the present invention is not limited to the mood class that the present embodiment is enumerated
The division of type.For example, eyes eye left, representative is to recall, and it is in thinking lie to eye right.
Meanwhile statistical analysis is during whole blind date, number that the different type of emotion of user occur and it is lasting when
Between.For example, user, during whole blind date, smile occurs 20 times, and total duration was more than 20 minutes.
Step S5：The number and duration occurred according to different type of emotion, calculate the blind date satisfaction of user.
Specifically, in an embodiment of the present invention, it is understandable satisfaction by the change transitions of mood, display both sides meet
During satisfied degree.For example mood is expressed based on 0 point, during meeting to be glad 10 times, then satisfaction increase by 10
Point, other moods increase and decrease according to algorithmic rule；Again for example, the multiple corners of the mouth of a side is tilted, and wrinkle is lifted on cheek, and eyelid shrinks, then
Degree of being satisfied with is higher.
Further, in an embodiment of the present invention, this method also includes mood change of the displaying user during blind date
Change trend.Specifically, the result of micro- Expression analysis is shown by hundred-mark system degree of being satisfied with, and showed during blindly dating
Emotional change trend.For example, during whole meeting, the mood that a side is expressed as happiness continues to increase, then represents the party to right
The good opinion of side is incremented by, and satisfaction is higher, and matchmaker can subsequently arrange its both sides to continue to contact according to the result；In another example whole
During meeting, what a side was expressed as detesting persistently continues to increase, then represents the party to other side without good opinion, this blind date is satisfied with
Spend relatively low.
Further, in an embodiment of the present invention, this method also includes satisfaction of the analysis user to different blind date objects
Degree, summarize the higher blind date object type of user satisfaction.Specifically, after multiple meet terminates, summarize user satisfaction compared with
High blind date object type, in follow-up blind date arranges, matchmaker is set to be adjusted to the blind date object type of its introduction, for its introduction
More suitably blindly date object.
Blind date satisfaction computational methods provided by the invention based on micro- Expression Recognition, are recorded a video by high definition, system intelligence
The change of the micro- expression of face is analyzed, accomplishes Synchronization Analysis, real-time result of calculation, so as to preferably understand micro- expression institute table of both sides
The emotion reached, understand the satisfaction to object of blindly dating, reduce party and sentence the lie of certain reason or cover up real feelings；Pin
Satisfaction to user to different blind date objects, the real demand of user is excavated, make matchmaker for its introduction more suitably blind date pair
As, there is provided blind date success rate.
Fig. 2 is the schematic diagram for the blind date satisfaction computing system based on micro- Expression Recognition that one embodiment of the invention provides.
As shown in Fig. 2 the blind date satisfaction computing system based on micro- Expression Recognition includes：
Picture recording module 210, for during blind date both sides' meeting, gathering the facial expression of user；
Face recognition module 220, recognition of face is carried out to the facial expression collected for root, obtains the expression number of user
According to；
Micro- Expression analysis module 230, for the expression data according to acquisition, analyze micro- expression of user；
Mood analysis module 240, type of emotion corresponding to each micro- expression is analyzed, calculating user is during whole blind date
The number and duration that different type of emotion occur；And
Satisfaction computing module 250, for the number and duration occurred according to different type of emotion, calculate user
Blind date satisfaction.
Further, micro- Expression analysis module 230 judges the change between each expression frame by frame according to the expression data of acquisition
Change, record the amplitude each changed and number；According to the amplitude and number of each change, micro- expression of user is analyzed.
Further, the system also includes result display module 260, for showing mood of the user during blind date
Variation tendency.
Further, the system also includes customer analysis module 270, and different blind date objects are expired for analyzing user
Meaning degree, summarize the higher blind date object type of user satisfaction.
Further, the system also includes memory module 280, is collected for being stored in during blind date both sides' meeting
User facial expression.
Advantageously, the blind date satisfaction computing system provided by the invention based on micro- Expression Recognition, is recorded a video by high definition, is
The change for the micro- expression of intellectual analysis face of uniting, accomplish Synchronization Analysis, real-time result of calculation, so as to preferably understand micro- table of both sides
Emotion expressed by feelings, understand the satisfaction to object of blindly dating, reduce party and sentence the lie of certain reason or cover up true
Emotion；Satisfaction for user to different blind date objects, excavates the real demand of user, matchmaker is introduced more suitably for it
Blind date object, there is provided blind date success rate.
The above disclosed power for being only a kind of preferred embodiment of the present invention, the present invention can not being limited with this certainly
Sharp scope, one of ordinary skill in the art will appreciate that realizing all or part of flow of above-described embodiment, and weighed according to the present invention
Profit requires made equivalent variations, still falls within and invents covered scope.
Claims (9)
- A kind of 1. blind date satisfaction computational methods based on micro- Expression Recognition, it is characterised in that including：Step S1：During blind date both sides' meeting, the facial expression of user is gathered；Step S2：Recognition of face is carried out to the facial expression collected, obtains the expression data of user；Step S3：According to the expression data of acquisition, micro- expression of user is analyzed；Step S4：Type of emotion corresponding to each micro- expression of analysis, calculate user's different type of emotion during whole blind date The number and duration of appearance；AndStep S5：The number and duration occurred according to different type of emotion, calculate the blind date satisfaction of user.
- 2. the blind date satisfaction computational methods according to claim 1 based on micro- Expression Recognition, it is characterised in that the step Rapid S3 includes：According to the expression data of acquisition, the change between each expression is judged frame by frame, records the amplitude each changed and number；According to the amplitude and number of each change, micro- expression of user is analyzed.
- 3. the blind date satisfaction computational methods according to claim 1 based on micro- Expression Recognition, it is characterised in that in step After S5, methods described also includes：Show emotional change trend of the user during blind date.
- 4. the blind date satisfaction computational methods according to claim 1 based on micro- Expression Recognition, it is characterised in that in step After S5, methods described also includes：Satisfaction of the user to different blind date objects is analyzed, summarizes the higher blind date object type of user satisfaction.
- A kind of 5. blind date satisfaction computing system based on micro- Expression Recognition, it is characterised in that including：Picture recording module, for during blind date both sides' meeting, gathering the facial expression of user；Face recognition module, recognition of face is carried out to the facial expression collected for root, obtains the expression data of user；Micro- Expression analysis module, for the expression data according to acquisition, analyze micro- expression of user；Mood analysis module, analyzes type of emotion corresponding to each micro- expression, and calculating user does not sympathize with during whole blind date The number and duration that thread type occurs；AndSatisfaction computing module, for the number and duration occurred according to different type of emotion, calculate the blind date of user Satisfaction.
- 6. the blind date satisfaction computing system according to claim 5 based on micro- Expression Recognition, it is characterised in that described micro- Expression analysis module is used for：According to the expression data of acquisition, the change between each expression is judged frame by frame, records the amplitude each changed and number；According to the amplitude and number of each change, micro- expression of user is analyzed.
- 7. the blind date satisfaction computing system according to claim 5 based on micro- Expression Recognition, it is characterised in that also wrap Include：As a result display module, for showing emotional change trend of the user during blind date.
- 8. the blind date satisfaction computing system according to claim 5 based on micro- Expression Recognition, it is characterised in that also wrap Include：Customer analysis module, for analyzing satisfaction of the user to different blind date objects, summarize the higher blind date of user satisfaction Object type.
- 9. the blind date satisfaction computing system according to claim 5 based on micro- Expression Recognition, it is characterised in that also wrap Include：Memory module, for being stored in the facial expression of the user collected during blind date both sides' meeting.
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| CN110020625A (en) * | 2019-04-09 | 2019-07-16 | 昆山古鳌电子机械有限公司 | A kind of service evaluation system |
| CN110378736A (en) * | 2019-07-23 | 2019-10-25 | 中国科学院东北地理与农业生态研究所 | The method that tourist experiences satisfaction to natural resources is evaluated by facial expression recognition |
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| CN111127117A (en) * | 2019-12-31 | 2020-05-08 | 上海能塔智能科技有限公司 | Vehicle operation and use satisfaction identification processing method and device and electronic equipment |
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| CN113780614A (en) * | 2021-01-04 | 2021-12-10 | 北京沃东天骏信息技术有限公司 | Risk identification method and device |
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