CN110309736A - A kind of indispensability luggage intelligent prompt method and device - Google Patents
A kind of indispensability luggage intelligent prompt method and device Download PDFInfo
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- CN110309736A CN110309736A CN201910518225.9A CN201910518225A CN110309736A CN 110309736 A CN110309736 A CN 110309736A CN 201910518225 A CN201910518225 A CN 201910518225A CN 110309736 A CN110309736 A CN 110309736A
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- luggage
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/24—Querying
- G06F16/245—Query processing
- G06F16/2458—Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
- G06F16/2465—Query processing support for facilitating data mining operations in structured databases
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/50—Context or environment of the image
- G06V20/52—Surveillance or monitoring of activities, e.g. for recognising suspicious objects
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- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B21/00—Alarms responsive to a single specified undesired or abnormal condition and not otherwise provided for
- G08B21/18—Status alarms
- G08B21/24—Reminder alarms, e.g. anti-loss alarms
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- G—PHYSICS
- G08—SIGNALLING
- G08B—SIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
- G08B3/00—Audible signalling systems; Audible personal calling systems
- G08B3/10—Audible signalling systems; Audible personal calling systems using electric transmission; using electromagnetic transmission
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Abstract
The present invention provides a kind of indispensable luggage intelligent prompt method and device.User is obtained by camera and is put into the luggage in luggage case, and luggage is identified；The total degree that statistics luggage is carried in multiple trip；According to total degree acquisition essential items and the standing article based on destination；When user closes luggage case, the luggage in luggage case is checked, user is reminded to carry indispensable luggage.Standing article constantly to essential items and based on destination is modified；The present invention can automatically analyze essential items of the user in travelling, related remind is remembered or is arranged without user oneself, different essential items can be provided for different destinations to remind, realize the automation of big data analysis, and there is higher prompting efficiency and remind ability.
Description
Technical field
The present invention relates to computer application technology more particularly to a kind of indispensable luggage intelligent prompt methods and device.
Background technique
When people go on a journey, often trip forgets that the article of band will be needed to be put into suitcase, leads to travelling not side
Just the problem of.Therefore some intelligent traveller's casees can allow user to carry out setting prompting, then remind again user.But one
Aspect, this process is cumbersome, some users are not desired to that setting oneself is gone to remind due to busy, and on the other hand, user still may
Forget that luggage case to be set is reminded, the input for carrying out essential items will not be gone, because he also needs user and take time to want to need
User can not be allowed to reduce the memory triviality of indispensable luggage, mitigate the complexity of user's operation with what.Therefore how more
Good allows Intelligent luggage carrier that can carry out necessary prompting to the trip of user, and becoming one is worth solving the problems, such as.
Summary of the invention
The present invention provides a kind of indispensable luggage intelligent prompt method and devices, for reminding user to take indispensable luggage.
And it can provide different luggage according to destination difference and carry prompting.
The present invention provides a kind of indispensable luggage intelligent prompt methods, mainly comprise the steps that
User is obtained by camera and is put into the luggage in luggage case, and luggage is identified；
The total degree that statistics luggage is carried in multiple trip；
According to total degree acquisition essential items and the standing article based on destination；
When user closes luggage case, the luggage in luggage case is checked, user is reminded to carry indispensable luggage.
Standing article constantly to essential items and based on destination is modified；
Still optionally further, described that luggage in luggage case is put by camera acquisition user in method as described above, and
Luggage is identified, is specifically included that
Video content is analyzed, user places an article within luggage case every time, is compared to the article, identifies the object being newly put into
Product；
Still optionally further, described to identify the article being newly put into method as described above, it specifically includes that
Only obtain the title that article recognition confidence is greater than the article of preset threshold；
When article can not identify or recognition confidence be less than preset threshold value, image is split, obtain segmentation after article
Image.
Still optionally further, in method as described above, the total degree that the statistics luggage is carried in multiple trip,
It specifically includes that
Statistics luggage is carried total degree, including, the number that statistics luggage is all carried in all trips, there are also count luggage
Just for specific destination, the number that is carried.
Still optionally further, described that essential items are obtained according to the total degree and are based on mesh in method as described above
Ground standing article, specifically include that
According to carrying whether total degree is greater than preset threshold value, essential items are obtained；
According to identical destination, whether the number of belongings is greater than preset threshold value, obtains the standing article based on destination,
Alternatively,
Different purposes are calculated by association mining algorithm using article and different destinations as a pair project that is mutually related
Corresponding associated article.
Still optionally further, described when user closes luggage case in method as described above, to the luggage in luggage case
It is checked, reminds user to carry the luggage being put into that passes into silence, specifically include that
The article having been placed in is analyzed；
When essential items are not put into, user is reminded to carry；
And/or
Obtain user with travelling target；It checks whether the standing article based on destination is carried, if do not carried, reminds and use
Family is carried.
Still optionally further, in method as described above, the acquisition user with travelling target, is specifically included that
By obtaining the interfaces such as short message or wechat Alipay, 12306, user's Reiseziel is obtained；
The destination is used to obtain the standing article based on destination
Still optionally further, in method as described above, the prompting user carries indispensable luggage, specifically includes that
When can recognize that the title of indispensable luggage:
In built-in luggage case loudspeaker or mobile phone speaker, the broadcasting of the essential items title lacked；
And/or it is shown on Intelligent travel suitcase screen and shows Item Title or photo on article or user mobile phone；
When that can not identify that indispensable luggage is specifically:
In built-in luggage case loudspeaker or mobile phone speaker, voice prompting has article to carry not yet；
And/or display is free of the item pictures of title forgotten to carry on Intelligent travel suitcase screen or on user mobile phone.
Still optionally further, in method as described above, the standing object constantly to essential items and based on destination
Product are modified, and are specifically included that
After reminding user, finally there is no carry by user.The article is then reduced for essential items or based on the standing of destination
The threshold value of article；
Or when there is no the number carried to be more than preset threshold value after prompting, in association mining, the item of articles is subtracted, is changed
The associations in positive place and article.
The present invention provides a kind of indispensable luggage intelligent reminding device, described device is specifically included that
Identification module, user is put into the luggage of luggage case for identification；
Statistical module counts luggage for being directed to different targets；
Essential items obtain, for obtaining essential items and the standing article based on destination；
Reminding module, for reminding article when user omits belongings；
Optimization module, user continue to optimize system, avoid the prompting of multiple mistake.
Technical solution provided in an embodiment of the present invention can include the following benefits:
The present invention can automatically analyze essential items of the user in travelling, and related remind is remembered or be arranged without user oneself.
And can identify the missing of essential items, different essential items can be provided for different destinations to be reminded.Realize big number
According to the automation of analysis, have the effect of that effective and convenient uses.
Detailed description of the invention
Fig. 1 is the flow chart of standby luggage intelligent prompt method embodiment of the invention；
Fig. 2 is the structure chart of indispensable luggage intelligent reminding device embodiment of the invention.
Specific embodiment
To make the objectives, technical solutions, and advantages of the present invention clearer, right in the following with reference to the drawings and specific embodiments
The present invention is described in detail.
Fig. 1 is a kind of flow chart of indispensable luggage intelligent prompt method of the invention.As shown in Figure 1, the present embodiment is a kind of
Indispensable luggage intelligent prompt method, can specifically include following steps:
Step 101, it is put into the luggage of luggage case by camera head monitor user, and luggage is identified, obtains user and carries
Article.When user opens luggage case clearance Lee each time, luggage case all shoots the article that user is put by camera, wherein taking the photograph
As head may be mounted on luggage case or it is any can be on the position that luggage is shot.Recognition methods specifically includes that
(a1) compare the article in luggage case, when there is new article to appear in video image, new article is identified.It is right
Video content is analyzed, and the image that user each time is put into the article in case, and the article being put into described in extraction are obtained.
(b1) only common items or recognition confidence article significantly are identified, obtains Item Title.Object identification side
Method carries out edge detection to picture first, using hed edge detection algorithm, then carries out image segmentation, and similar items are estimated,
In conjunction with hog feature etc..Automatic identification can be realized by tools such as Open-Source Tools such as opencv.Article is identified as
Mature technology repeats no more again.
(c1) when article can not identify, image segmentation is only carried out, the calculation amount of subsequent identification step can be saved in this way,
Recognition efficiency is promoted, while also avoiding wrong identification.Subject image after obtaining image segmentation.
For example, since it is easily identified, can be identified to article famous when user is put into laptop
Claim, what is be put into as user is certain special gift, due to its fewer appearance in training library, it is not easy to be identified, because
This, by image segmentation, can obtain that a part of picture with article apperance in total picture of shooting.
Step 101, the article of identification or article apperance picture are counted, and identify essential items and based on destination
Standing article.
Type is broadly divided into following two:
(a2) essential items are counted.Mainly statistics when going on a journey each time, if has all taken the article.When certain article
In all travellings, the number being carried is greater than certain threshold value, then it is assumed that the article is essential items.And taking the article
Band number is recorded.Such as mobile phone charging wire, many users can go on a journey every time and carry, then it is assumed that the article is indispensable object
Product.Where it is determined that can be threshold value set by user for indispensable number, it is also possible to according to after many experiments, according to multiple use
The statistical value that family essential items carry number is set.
(b2) essential items based on destination are counted.People carry certain spies often because going to the same place
Fixed article.For example, the working of going on business that goes down, can take computer every time.Or on the road to go home to see one's folks, one, band is liked
Book takes earphone, reads a book or listens to music on railway.The place for going some beautiful is repeatedly played, and self-shooting bar is often taken
Deng.When going to some place, there is article to be often carried, when being more than certain threshold value, then it is identical standing to belong to destination for the article
Article.When going to some place, there is article to be often carried, when being more than certain threshold value, then it is identical often to belong to destination for the article
Standby article.People can be directed to different places, carry different articles.But some things are when going to the same place, once in a while
It just carries, this article will be excluded except standing article, perhaps not be every time for example, giving the present of friend
Meeting band present, and seldom can the identical present of a direct sending.This kind of article can be also counted, but because the number being recorded
Seldom, so, without departing from threshold value, essential items will not be identified as.
The calculating of essential items based on destination, the invention also discloses second methods to be associated statistics.
Excavation is associated to article.After identifying that article and place have incidence relation, further dug by association
Algorithm is dug, the associated article of the article is identified, obtains more careful result.
Association mining can be by place and item associations, after repeatedly there is the co-occurrence of place and article, association mining
Algorithm can extract article associated by target location.The indispensability which article is target destination is obtained by this method
Article.
Wherein the association mining algorithm can use such as apriori algorithm, fpgrow algorithm etc..It will often simultaneously
The article and one place occurred, an associated item being considered as in correlation rule.In addition, the algorithm can also obtain more
It is careful as a result, for example obtaining the associated article of essential items.User is avoided only to carry the essential items of a part.By right
The associated article excavation of essential items can recall more essential items, avoid omitting.For example, being returned when system identification goes out user
Native place often carries clothes.When recognizing user and having carried jacket, association mining algorithm can also excavate essential items
In may include trousers because jacket is often gone on a journey with trousers together.Therefore, which can whole be that user finds
It is more accurate more comprehensively based on the essential items of target location.
It is further alternative, before statistics is based on the essential items of destination, further include
By the interfaces such as short message or wechat Alipay, 12306, user's Reiseziel is obtained.Because generally going to user
Lee remind when, it is necessary to when set out before.And it is now to distant place, it can all buy train ticket or plane ticket.
Software notification information or short massage notice information will be generally obtained after having bought.It, can be to the purpose of user after obtaining the information
Ground time and location are recorded.And the destination time place based on ticket, predict the destination to be set out of active user.
Step 102, when user closes suitcase, system analyzes the article having been placed in.When there is essential items
No when band, user is reminded to carry out the carrying of the essential items
Alternatively, being mentioned when obtaining the Reiseziel of user, and checking that the identical standing article in destination is not carried
Awake user carries.
Based reminding method can be the broadcasting for the essential items title that the microphone in suitcase is lacked, or prompt has
Article carries not yet and is displayed without the item pictures of carrying on perhaps Intelligent travel suitcase screen or picture is pushed to use
Family mobile phone is shown.
The mode of prompting can be shown as text and be also possible to picture or sound.When some articles can be identified,
The picture for only showing article, is any article without display.It is then that article does not have band without playing if it is voice reminder,
Only playing luggage case, there are also things not to have band, it is desirable to which user checks.
Step 103, the standing article to essential items and based on destination is modified.With the increase of number of use,
The algorithm can be continued to optimize.After reminding user, finally there is no carry by user.Illustrate that article user has been not desired to band again,
Perhaps user's habit has changed or article is lost.Therefore need to reduce the article for essential items or based on destination
The threshold value of standing article；
Or when there is no the number carried to be more than preset threshold value after prompting, in association mining, the item of articles is subtracted, is changed
The associations in positive place and article.
The article can thus be reminded in n times, for user after no carrying, no longer reminding user to carry later should
Essential items avoid repeating useless prompting.
The foregoing is merely illustrative of the preferred embodiments of the present invention, is not intended to limit the invention, all in essence of the invention
Within mind and principle, any modification, equivalent substitution, improvement and etc. done be should be included within the scope of the present invention.
Claims (10)
1. a kind of indispensability luggage intelligent prompt method, which is characterized in that the described method includes:
User is obtained by camera and is put into the luggage in luggage case, and luggage is identified；
The total degree that statistics luggage is carried in multiple trip；
According to total degree acquisition essential items and the standing article based on destination；
The essential items refer to, in all trips of user, carry the article that total degree is greater than preset threshold value；It is described to be based on
The standing article of destination refers to, when user goes to the same destination, always often carries, and carry number and be greater than
The article of preset threshold value；
When user closes luggage case, the luggage in luggage case is checked, user is reminded to carry luggage；
During user uses luggage case, constantly the standing article to essential items and based on destination is modified.
It is described user is obtained by camera to be put into the luggage in luggage case 2. according to the method described in claim 1, wherein,
And luggage is identified, it specifically includes that
Contents of baggage when user's clearance Lee is shot by camera, by calculating device analysis video content, including, user is every
It is secondary to place an article within luggage case, the article is compared, identifies the article being newly put into；
The camera and calculating equipment are all installed on luggage case.
3. according to the method described in claim 2, wherein, the article that the identification is newly put into specifically includes that
Only obtain the title that article recognition confidence is greater than the article of preset threshold；
When article can not identify or recognition confidence be less than preset threshold value, the image that camera takes is split, is obtained
Luggage image after taking segmentation.
4. according to the method described in claim 1, wherein, the total degree that the statistics luggage is carried in multiple trip is main
Include:
Statistics luggage is carried total degree, including, the number that statistics luggage is all carried in all trips, further includes Statistics Bar
Lee is just for specific destination, the number that is carried.
5. described to obtain essential items according to the total degree and be based on destination according to the method described in claim 1, wherein
Standing article, specifically include that
According to carrying whether total degree is greater than preset threshold value, essential items are obtained；
According to identical destination, whether the number of belongings is greater than preset threshold value, obtains the standing article based on destination；
Alternatively,
Different purposes are calculated by association mining algorithm using article and different destinations as a pair project that is mutually related
The corresponding associated article in ground.
6. described when user closes luggage case according to the method described in claim 1, wherein, to the luggage in luggage case into
Row checks, reminds user to carry the luggage being put into that passes into silence, specifically includes that
When user closes luggage case, the article having been placed in is analyzed；
When essential items are not put into, user is reminded to carry；
And/or obtain user with travelling target；Check whether the standing article based on destination is carried, if do not carried,
User is reminded to carry.
7. according to the method described in claim 6, wherein, the acquisition user with travelling target, specifically includes that
By obtaining the interfaces such as short message or wechat Alipay, 12306, user's Reiseziel is obtained；
It is used for the destination to obtain Reiseziel, it is further to obtain the standing article based on destination.
8. being specifically included that according to the method described in claim 1, wherein, the prompting user carries indispensable luggage
When can recognize that the title of indispensable luggage:
In built-in luggage case loudspeaker or mobile phone speaker, the broadcasting of the essential items title lacked；
And/or it is shown on Intelligent travel suitcase screen and shows Item Title or photo on article or user mobile phone；
When that can not identify that indispensable luggage is specifically:
In built-in luggage case loudspeaker or mobile phone speaker, voice prompting has article to carry not yet；
And/or on Intelligent travel suitcase screen or on user mobile phone, the item pictures that not yet carry of the display without title.
9. according to the method described in claim 1, wherein, the standing article constantly to essential items and based on destination into
Row amendment, specifically includes that
After reminding user, user then reduces the article for essential items or based on the standing of destination finally there is no carrying
The threshold value of article；
Or when there is no the number carried to be more than preset threshold value after prompting, in association mining, the item of articles is subtracted, is changed
The associations in positive place and article.
10. a kind of indispensability luggage intelligent reminding device, which is characterized in that the system comprises:
Identification module, user is put into the luggage of luggage case for identification；
Statistical module counts luggage for being directed to different targets；
Essential items obtain module, for obtaining essential items and the standing article based on destination；
Reminding module, for reminding article when user omits belongings；
Optimization module, user continue to optimize system, avoid the prompting of multiple mistake.
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Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN112288912A (en) * | 2020-10-27 | 2021-01-29 | 安徽商贸职业技术学院 | Reminding method and reminding system for articles carried out based on image recognition |
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Application publication date: 20191008 |