CN108764109A - It is a kind of that dog system and method is sought based on dog face image identification technology - Google Patents
It is a kind of that dog system and method is sought based on dog face image identification technology Download PDFInfo
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- CN108764109A CN108764109A CN201810499850.9A CN201810499850A CN108764109A CN 108764109 A CN108764109 A CN 108764109A CN 201810499850 A CN201810499850 A CN 201810499850A CN 108764109 A CN108764109 A CN 108764109A
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Abstract
Dog system is sought based on dog face image identification technology the invention discloses a kind of, including mobile terminal, server and database, mobile terminal includes tri- modules of Lost, Found and Adopt, Lost modules seek dog enlightenment for issuing, Found modules adopt enlightenment user interface for verifying vagrant dog, Adopt modules for issuing.Seeking dog method is specially:When dog is lost, user uses mobile terminal, accesses system, and the relevant information of dog is lost in input, and by server by information preservation to database;It was found that vagrant dog, by taking pictures or uploading pictures, vagrant dog face image is uploaded to server, server is matched vagrant dog with the dog of lane database by image recognition algorithm, if successful match, selection is made a phone call or the one-touch contact dog owner that sends short messages;If it fails to match, vagrant dog information is deposited to database, and the image of vagrant dog and geographical location are synchronized to Adopt modules.
Description
Technical field
The invention belongs to image identification technical fields, and in particular to a kind of to seek dog system based on dog face image identification technology
System;The invention further relates to seek dog method based on dog face image identification technology.
Background technology
With the raising of China's expanding economy and living standard, the spiritual culture demand of the people increases rapidly
It is long, it keeps a pet as a kind of embodiment of spirit level is pursued.Data survey report display, no matter domestic or external, pet number
It is dog to measure most animals, and dog has natural proximities with people, can not only be brought to people happy, and crucial moment can also protect master
People.But constantly hear that the message that dog is lost and the dog that seeks that the street is seen everywhere are enlightened in daily life.Dog, which is lost, gives dog master
People brings huge strike, dog owner that can expend considerable time and effort and look for dog, eventually find dog probability it is micro- its
It is micro-;The dog of loss is likely to become the vagrant dog in roadside, lives in peace to civic, traffic, health, personal safety constitute a threat to.
Recently as the development of depth learning technology, image recognition accuracy rate significantly improves, for example, recognition of face standard
True rate is up to 99.8%.Image recognition technology based on deep learning can be automatically performed feature extraction and classification task, and having makes
With it is simple, be easy to industrialization, recognition accuracy is high the advantages that, the basis of compacting is established for the identification of dog face image.
For this purpose, how to combine image recognition technology based on dog face solve dog owner seek dog is difficult, vagrant dog it is increasing at
For critical issue.
Invention content
The object of the present invention is to provide a kind of to seek dog system based on dog face image identification technology, realizes that dog owner's publication is sought
Dog is enlightened, user's checking vagrant dog, and publication adopts dog and enlightens three functions, and solution dog owner seeks dog difficulty and vagrant dog is increasing
The problem of.
Dog method is sought based on dog face image identification technology it is a further object to provide a kind of.
The technical solution adopted in the present invention is:It is a kind of that dog system, including movement are sought based on dog face image identification technology
Terminal, server and database, the mobile terminal include Lost modules, Found modules and Adop modules, the Lost modules
Dog enlightenment is sought for issuing, the Found modules are adopted enlightenment for publication and used for verifying vagrant dog, the Adopt modules
Family interactive interface;The server, which is used for responding user, asks to complete each function, realizes the operation to database and dog face
Image recognition;The information of dog in the database storage publication enlightenment.
Another technical solution of the present invention is:It is a kind of that seeking for dog system is sought based on dog face image identification technology
Dog method, this seeks dog method and seeks dog system based on above-mentioned, is as follows:
Step 1, when dog is lost, user uses mobile terminal, accesses system, and the relevant information of dog is lost in input, and system will
Presentation of information enlightens interface seeking dog, and by server by information preservation to database;
Step 2, it finds vagrant dog, by taking pictures or uploading pictures, vagrant dog face image is uploaded to server, is serviced
Device is matched vagrant dog with the dog of lane database by image recognition algorithm, if successful match, selection is made a phone call or a key
Formula, which is sent short messages, contacts dog owner;If it fails to match, vagrant dog information is deposited to database, and by the image and geography of vagrant dog
Position is synchronized to Adopt modules, and vagrant dog salvage service is facilitated to be succoured.
The features of the present invention also characterized in that
In step 2, vagrant dog and the dog of lane database are carried out matched specific reality by server by image recognition algorithm
It is as follows to apply mode:
S1, server receive the image of Lost modules input, are pre-processed first to image, will treated image
It is input to convolutional neural networks and carries out feature extraction, feature vector is saved in lane database;
S2, the image that received server-side is inputted to Found modules, extracts feature vector, by this feature vector and number
Calculated into row distance according to the feature vector in library, if distance value in threshold range, the minimum corresponding dog image of distance value
Dog image with input is same dog, returns to dog owner's information;If distance value is not in threshold value, by the dog image, dog
Position and feature vector are saved in database.
Further include inputting because personal reason abandons the information of foster dog, and arrived information preservation by server in step 1
Database.
In step 2, the information shown in Adopt modules includes that roadside vagrant dog is enlightened and because personal reason is abandoned supporting dog
It waits adopting enlightenment, the vagrant dog enlightenment in roadside is the information to come from Found module forwards, because personal reason is abandoned supporting waiting for for dog
Enlightenment is adopted, user inputs according to information format to be adopted, and after the completion of editor, server to database, and shows information preservation
Show Adopt modules.
The beneficial effects of the invention are as follows:To may operate at user self-contained for the dog system of seeking based on the identification of dog face image
Intelligent terminal need not provide additional equipment, just can be used directly after downloading installation APP;, speed wide using Internet communication range
The advantage auxiliary that degree is fast, limit by space-time finds the dog of loss, at the same help vagrant dog salvage service in time to vagrant dog into
Row relief reduces threat of the vagrant dog to people's daily life.
Description of the drawings
Fig. 1 is the system structure diagram in the present invention;
Fig. 2 is the flow chart that dog method is sought in the present invention;
Fig. 3 is the flow chart that dog face identifies in server in the present invention.
In figure, 1. servers, 2. databases, 3. mobile terminals, 3-1.Lost modules, 3-2.Found modules, 3-
3.Adopt modules.
Specific implementation mode
The following describes the present invention in detail with reference to the accompanying drawings and specific embodiments.
Dog system is sought based on dog face image identification technology the present invention provides a kind of, as shown in Figure 1, including mobile terminal
3, server 1 and database 2, the mobile terminal include Lost module 3-1, Found module 3-2 and Adopt module 3-3, institute
State Lost modules 3-1 for issue seek dog enlightenment, the Found modules 3-2 be used for verify vagrant dog, the Adopt modules 3-3
Enlightenment user interface is adopted for issuing;The server, which is used for responding user, asks to complete each function, realizes logarithm
It is identified according to the operation in library and dog face image;The information of dog in the database storage publication enlightenment.
Dog system that the present invention also provides a kind of based on dog face image identification technology seek seeks dog method, this seeks dog method
Dog system is sought based on above-mentioned, as shown in Fig. 2, being as follows:
Step 1, when dog is lost, user uses mobile terminal 3, accesses system, and the relevant information of dog is lost in input, and system will
Presentation of information is seeking dog enlightenment interface, and will be in information preservation to database 2 by server 1;Further include in step 1 input because
Personal reason abandons the information of foster dog, and by server 1 by information preservation to database 2;
Step 2, it finds vagrant dog, by taking pictures or uploading pictures, vagrant dog face image is uploaded to server 1, is taken
Business device 1 vagrant dog is matched with the dog in database 2 by image recognition algorithm, if successful match, select make a phone call or
The one-touch contact dog owner that sends short messages;If it fails to match, vagrant dog information is deposited to database 2, and by the image of vagrant dog
Adopt module 3-3 are synchronized to geographical location, vagrant dog salvage service is facilitated to be succoured.
In step 2, server 1 is carried out the dog in vagrant dog and database 2 by image recognition algorithm matched specific
Embodiment is as follows, as shown in Figure 3:
S1, server 1 receives the image of Lost modules 3-1 inputs, is pre-processed first to image, by treated
Image is input to convolutional neural networks and carries out feature extraction, and feature vector is saved in database 2;
S2, server 1 terminate the image for receiving the 3-2 inputs of Found modules, extract feature vector, by this feature vector
Calculated into row distance with the feature vector of lane database, if distance value in threshold range, the minimum corresponding dog of distance value
Image and the dog image of input are same dog, return to dog owner's information;If distance value is not in threshold value, by the dog image,
The position of dog and feature vector are saved in database 2.
In step 2, the information shown in Adopt modules 3-3 includes that roadside vagrant dog is enlightened and because personal reason is abandoned supporting
Dog waits adopting enlightenment, and the vagrant dog enlightenment in roadside is the information forwarded from Found modules 3-2, because personal reason is abandoned
It supports dog and waits adopting enlightenment, user inputs according to information format to be adopted, and after the completion of editor, server 1 is by information preservation to counting
According to library 2, and it is shown to Adopt modules 3-3.
The function module of system, main implementation method are as follows:
1, mobile terminal:
(1) Lost modules:
Including information input and information show two parts.According to the frontal one photo of dog, the name of dog, kind, the age,
And the information format of the contact method of dog owner is filled in, after the completion of filling in, system according to preset page formatting,
It for user's preview, after determining that information is errorless, clicks and determines, seek dog enlightenment and issue successfully, be shown in the list of the module.Simultaneously
System will be in these information preservations to the corresponding Lost tables of database.
(2) Found modules:
By way of taking pictures or picture library selects picture, picture is uploaded onto the server, server is known by dog face image
Other algorithm uses the image recognition algorithm based on convolutional neural networks here, and the image of the image of upload and database is carried out
Matching is calculated, if successful match, server returns to the contact details of corresponding dog owner, interface display " successful match ", and shows
Two function buttons are to make a phone call to send short messages with one-touch respectively, make a phone call that user is needed to go contact dog owner, one-touch to send out short
Letter needs user to input current location information, and system can send short message automatically.System simultaneously by dog image and location information and
Dog owner's information is stored in the Found tables of database.If it fails to match, system interface shows that " it fails to match, asks filling-in position
Information facilitates rescue station to succour ", image and location information are saved in database by user by filling-in position information, system
In Adopt tables, and dog image and location information are sent in the interfaces Adopt.
(3) Adopt modules:
Including information editing and presentation of information two parts, information editing includes dog image, dog name, kind, abandons supporting dog
Reason and the telephone number of dog owner generate after editor and wait adopting enlightenment preview effect, if information determine it is errorless after, Yong Hudian
Determination is hit, then by information preservation in AdoptPerson tables of data, and is shown in Adopt modules, facilitates other users clear
It lookes at.Another part information of the module is the vagrant dog information of non-successful match in Found modules, is shown in the module, is convenient for
Social helping mechanism, vagrant dog tissue are succoured in time.
2, server end
The Core Feature of server end is to carry out dog face image identification, is comprised the steps of:
Server receives the image of Lost modules input, and process flow as shown in figure 3, first locate image in advance
Reason, by treated, image is input to convolutional neural networks (CNN) progress feature extraction, and feature vector is saved in database
In;
The image that received server-side is inputted to Found modules, if Fig. 3 flows extract feature vector, by this feature to
Amount and the feature vector of lane database are calculated into row distance, if distance value, in threshold range, minimum distance value is corresponding
Dog image and the dog image of input are same dog, return to dog owner's information;If not in threshold value, which is schemed for distance value
Picture, the position of dog and feature vector are saved in database.
3, database:
Lane database mainly stores the information of dog, builds tri- kinds of tables of data of Lost, Found and Adopt, Lost tables of data respectively
In information storage format such as formula (1)
Li={ imgL, dogname, breed, age, contPhoneL, vecL } (1)
LiIndicate that i-th record in Lost tables, imgL indicate to lose the dog face image of dog, dogname indicates the name of dog
Word, breed indicate that the kind of dog, age indicate that the age of dog, contPhoneL indicate that the contact method of dog owner, vecL indicate
Lose the feature vector of dog.It is mainly used for preserving the information for losing dog.
The format information memory of Found tables of data such as formula (3)
Fi={ imgF, address, contPhoneF } (2)
FiIndicate that i-th record in Found tables, imgF indicate that the image of dog, address indicate the position where dog,
ContPhoneF indicates the master message of the dog of successful match.It is mainly used for preserving the information of the dog of successful match.
The format information memory of Adopt tables of data such as formula (3)
Ai={ imgA, addressA, vecA } (3)
AiIndicate that i-th record in Adopt tables, imaA indicate that the image of dog, addressA indicate the dog that it fails to match
Position, vecA indicate dog feature vector.It is mainly used for preserving the information for the dog that it fails to match.
The format information memory of AdoptPerson tables of data such as formula (4)
Pi={ imgP, name, breed, text, contP } (4)
PiIndicate that i-th record of AdoptPerson tables of data, imgP indicate that dog image, name indicate the name of dog,
The reason of breed indicates the kind of dog, and text expressions are abandoned supporting dog, contP indicates dog owner's contact method.It is mainly used for preserving
Because personal reason abandons supporting the information to be adopted of dog.
Claims (5)
1. a kind of seeking dog system based on dog face image identification technology, which is characterized in that including mobile terminal, server and data
Library, the mobile terminal include Lost modules, Found modules and Adop modules, and the Lost modules seek dog enlightenment for issuing,
The Found modules adopt enlightenment user interface for verifying vagrant dog, the Adopt modules for issuing;The clothes
Business device, which is used for responding user, asks to complete each function, realizes and is identified to the operation of database and dog face image;The data
Inventory puts the information of dog in publication enlightenment.
2. it is a kind of based on dog face image identification technology seek dog system seek dog method, which is characterized in that it is described to seek dog method base
Dog system is sought in described in claim 1, is as follows:
Step 1, when dog is lost, user uses mobile terminal, accesses system, and the relevant information of dog is lost in input, and system is by information
It is shown in and seeks dog enlightenment interface, and by server by information preservation to database;
Step 2, it finds vagrant dog, by taking pictures or uploading pictures, vagrant dog face image is uploaded to server, server is logical
It crosses image recognition algorithm to match vagrant dog with the dog of lane database, if successful match, selection is made a phone call or one-touch hair
Short message contacts dog owner;If it fails to match, vagrant dog information is deposited to database, and by the image of vagrant dog and geographical location
Adopt modules are synchronized to, vagrant dog salvage service is facilitated to be succoured.
3. it is according to claim 2 it is a kind of based on dog face image identification technology seek dog system seek dog method, feature
It is, in step 2, vagrant dog and the dog of lane database are carried out matched specific embodiment party by server by image recognition algorithm
Formula is as follows:
S1, server receive the image of Lost modules input, are pre-processed first to image, and by treated, image inputs
Feature extraction is carried out to convolutional neural networks, feature vector is saved in lane database;
S2, the image that received server-side is inputted to Found modules, extracts feature vector, by this feature vector and database
In feature vector calculated into row distance, if distance value in threshold range, the minimum corresponding dog image of distance value with it is defeated
The dog image entered is same dog, returns to dog owner's information;If distance value is not in threshold value, by the dog image, the position of dog
And feature vector is saved in database.
4. it is according to claim 2 it is a kind of based on dog face image identification technology seek dog system seek dog method, feature
It is, further includes inputting because personal reason abandons the information of foster dog in step 1, and by server by information preservation to data
Library.
5. it is according to claim 4 it is a kind of based on dog face image identification technology seek dog system seek dog method, feature
It is, in step 2, the information shown in Adopt modules includes that roadside vagrant dog is enlightened and because personal reason is abandoned supporting waiting for for dog
Enlightenment is adopted, the vagrant dog enlightenment in roadside is the information to come from Found module forwards, because personal reason is abandoned supporting waiting for claimant for dog
Enlightenment is supported, user inputs according to information format to be adopted, and after the completion of editor, server to database, and shows information preservation
To Adopt modules.
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CN111191066A (en) * | 2019-12-23 | 2020-05-22 | 厦门快商通科技股份有限公司 | Image recognition-based pet identity recognition method and device |
CN111666837A (en) * | 2020-05-24 | 2020-09-15 | 哈尔滨理工大学 | Method, terminal, upper computer and system for acquiring information of wandering animals |
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