CN113112587A - Artificial intelligence identity recognition system and method based on three-dimensional ultrasonic model - Google Patents
Artificial intelligence identity recognition system and method based on three-dimensional ultrasonic model Download PDFInfo
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- CN113112587A CN113112587A CN202110369409.0A CN202110369409A CN113112587A CN 113112587 A CN113112587 A CN 113112587A CN 202110369409 A CN202110369409 A CN 202110369409A CN 113112587 A CN113112587 A CN 113112587A
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- 238000013473 artificial intelligence Methods 0.000 title claims abstract description 41
- 238000000034 method Methods 0.000 title claims abstract description 14
- 238000012549 training Methods 0.000 claims abstract description 17
- 238000003860 storage Methods 0.000 claims description 11
- 230000006399 behavior Effects 0.000 claims description 9
- 238000002604 ultrasonography Methods 0.000 claims description 4
- 238000007792 addition Methods 0.000 claims description 3
- 210000001715 carotid artery Anatomy 0.000 claims description 3
- 238000012217 deletion Methods 0.000 claims description 3
- 230000037430 deletion Effects 0.000 claims description 3
- 210000002216 heart Anatomy 0.000 claims description 3
- 210000003734 kidney Anatomy 0.000 claims description 3
- 238000012986 modification Methods 0.000 claims description 3
- 230000004048 modification Effects 0.000 claims description 3
- 238000012545 processing Methods 0.000 claims description 3
- 210000001685 thyroid gland Anatomy 0.000 claims description 3
- 238000005516 engineering process Methods 0.000 abstract description 12
- 230000009286 beneficial effect Effects 0.000 abstract description 3
- 238000010586 diagram Methods 0.000 description 4
- 208000032544 Cicatrix Diseases 0.000 description 1
- 206010020649 Hyperkeratosis Diseases 0.000 description 1
- 230000003749 cleanliness Effects 0.000 description 1
- 210000000887 face Anatomy 0.000 description 1
- 210000004247 hand Anatomy 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 238000012544 monitoring process Methods 0.000 description 1
- 210000000056 organ Anatomy 0.000 description 1
- 238000004080 punching Methods 0.000 description 1
- 210000001747 pupil Anatomy 0.000 description 1
- 231100000241 scar Toxicity 0.000 description 1
- 230000037387 scars Effects 0.000 description 1
- 238000004088 simulation Methods 0.000 description 1
- 210000004872 soft tissue Anatomy 0.000 description 1
- 210000003462 vein Anatomy 0.000 description 1
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T17/00—Three dimensional [3D] modelling, e.g. data description of 3D objects
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/30—Authentication, i.e. establishing the identity or authorisation of security principals
- G06F21/31—User authentication
- G06F21/32—User authentication using biometric data, e.g. fingerprints, iris scans or voiceprints
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2200/00—Indexing scheme for image data processing or generation, in general
- G06T2200/04—Indexing scheme for image data processing or generation, in general involving 3D image data
Abstract
The invention discloses an artificial intelligence identity recognition system and method based on a three-dimensional ultrasonic model, which belong to the technical field of artificial intelligence recognition and comprise the following steps: the ultrasonic scanning equipment is used for carrying out ultrasonic scanning on the human body part; the three-dimensional reconstruction system is used for performing three-dimensional reconstruction on the ultrasonic scanning image; the three-dimensional model management system is used for carrying out classification management on the ultrasonic scanning images and the three-dimensional ultrasonic models generated correspondingly; the artificial intelligence recognition system is used for learning, training and recognizing the three-dimensional ultrasonic model; and the identity information management system is used for storing the user information and managing the stored user information. The invention has the beneficial effects that: based on the ultrasonic image, the risk that the identification features are revealed and stolen is fundamentally solved by combining the three-dimensional reconstruction technology and the artificial intelligence identification technology, and the accuracy and the reliability of identity authentication are improved.
Description
Technical Field
The invention relates to the technical field of artificial intelligence identification, in particular to an artificial intelligence identity identification system and method based on a three-dimensional ultrasonic model.
Background
The ultrasonic image can reflect the difference of acoustic parameters in a medium, can obtain information different from optics, X rays, y rays and the like, and has good resolution capability on human body soft tissues.
In addition, as the identification technologies such as voiceprint identification, face identification, fingerprint identification, vein fingerprint identification, pupil identification and the like are mature day by day, currently, in the prior art, the identification is performed based on the characteristics such as voiceprint, an IC card, a face image, a face surface three-dimensional structure, fingerprints and the like, but the identification characteristics such as voiceprint, an IC card, a face image, a face surface three-dimensional model, fingerprints and the like used for identification authentication are easily stolen and forged by others, for example, the speaking voice size can influence the speaking characteristics of a person, so that the accuracy is low, and the existing voice simulation technology can possibly pass through a voiceprint identification system; the IC card is lost or identity information is electronically copied by lawless persons; the information of the face photo is revealed; acquiring a human face three-dimensional structure of other people through various monitoring equipment, and then manufacturing a human face model; the fingerprint identification system is sensitive to the humidity and the cleanliness of the finger; the problems of difficult identification and low identification rate of low-quality fingerprints such as peeling, more calluses on hands, scars and the like are solved; the fingerprint of a user can be left during fingerprint acquisition, and the fingerprint is easy to copy or forge, so that aiming at the problems, an artificial intelligent identity recognition system and method based on a three-dimensional ultrasonic model are urgently needed to be designed so as to meet the requirement of actual use.
Disclosure of Invention
In order to solve the technical problems, the invention provides an artificial intelligence identity recognition system and method based on a three-dimensional ultrasonic model.
The technical problem solved by the invention can be realized by adopting the following technical scheme:
the invention provides an artificial intelligence identity recognition system based on a three-dimensional ultrasonic model, which comprises:
the ultrasonic scanning equipment is used for carrying out ultrasonic scanning on the human body part to obtain an ultrasonic scanning image;
the three-dimensional reconstruction system is connected with the ultrasonic scanning equipment and is used for performing three-dimensional reconstruction on the ultrasonic scanning image to obtain a three-dimensional ultrasonic model;
the three-dimensional model management system is respectively connected with the ultrasonic scanning equipment and the ultrasonic three-dimensional reconstruction system and is used for carrying out classified management on the ultrasonic scanning images and the three-dimensional ultrasonic models generated correspondingly;
the artificial intelligent recognition system is respectively connected with the three-dimensional reconstruction system and the three-dimensional model management system and is used for learning, training and recognizing the three-dimensional ultrasonic model to obtain a recognition result;
and the identity information management system is respectively connected with the three-dimensional model management system and the artificial intelligence recognition system and is used for storing user information and managing the stored user information.
Preferably, the identity information management system includes:
the storage unit is used for storing the user information;
the first association unit is connected with the storage unit and the artificial intelligence identification system and used for receiving the identification result and associating the identification result with the corresponding user information;
and the second association unit is connected with the storage unit and the three-dimensional model management system and is used for receiving the three-dimensional ultrasonic model and associating the three-dimensional ultrasonic model with the corresponding user information.
Preferably, the method further comprises the following steps:
and the first client is connected with the identity information management system and used for receiving and storing the input user information.
Preferably, the identity information management system includes:
and the input unit is connected with the first client and used for inputting the user information stored by the first client.
Preferably, the identity information management system further comprises:
the authority management unit is used for configuring management authority for a user, and the user information comprises user authority information;
and the processing unit is connected with the authority management unit and the three-dimensional model management system and is used for performing addition, modification and deletion operations and synchronously updating the three-dimensional ultrasonic model of the three-dimensional model management system.
Preferably, the system further comprises a second client connected to the identity information management system, and the second client specifically includes:
a receiving unit, configured to receive the identification result and the user information associated with the identification result;
and the sending unit outputs a behavior signal according to the identification result and sends the behavior signal to a safety management device.
Preferably, the artificial intelligence recognition system includes:
the learning training unit is used for learning and training the three-dimensional ultrasonic model;
and the recognition unit is connected with the learning training unit and used for comparing the three-dimensional ultrasonic model with the three-dimensional ultrasonic model trained in advance to obtain a recognition result.
Preferably, the human body part comprises one or more of a human face, a hand, a heart, a kidney, a carotid artery and a thyroid gland.
The invention also provides an artificial intelligence identity recognition method based on the three-dimensional ultrasonic model, which is used for the artificial intelligence identity recognition system based on the three-dimensional ultrasonic model and comprises the following steps:
step S1, carrying out ultrasonic scanning on the human body part through ultrasonic scanning equipment to obtain an ultrasonic scanning image;
step S2, performing three-dimensional reconstruction on the ultrasonic scanning image to obtain a three-dimensional ultrasonic model;
step S3, carrying out artificial intelligence recognition on the three-dimensional ultrasonic model to obtain a recognition result, and sending the recognition result to an identity information management system;
step S4, the identity information management system associates the identification result with the stored user information, and sends the association result to a second client.
The invention has the beneficial effects that:
the invention innovatively provides a brand-new intelligent identity authentication system, which is based on ultrasonic images and combines a three-dimensional reconstruction technology and an artificial intelligent identification technology, so that the risk of revealing and stealing identification features is fundamentally solved, and the accuracy and the reliability of identity authentication are improved.
Drawings
FIG. 1 is a block diagram of an artificial intelligence identity recognition system based on a three-dimensional ultrasonic model according to the present invention;
FIG. 2 is a block diagram of the architecture of a particular embodiment of three-dimensional ultrasound model acquisition and training of the present invention;
FIG. 3 is a block diagram of a user identity authentication embodiment of the present invention;
FIG. 4 is a block diagram of a user identity and rights management embodiment of the present invention;
fig. 5 is a schematic flow chart of a specific embodiment of an artificial intelligence identity recognition method based on a three-dimensional ultrasonic model in the present invention.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
It should be noted that the embodiments and features of the embodiments may be combined with each other without conflict.
The invention is further described with reference to the following drawings and specific examples, which are not intended to be limiting.
The invention provides an artificial intelligence identity recognition system based on a three-dimensional ultrasonic model, which belongs to the technical field of artificial intelligence recognition and comprises the following components as shown in figure 1:
the ultrasonic scanning equipment 1 is used for carrying out ultrasonic scanning on a human body part to obtain an ultrasonic scanning image;
the three-dimensional reconstruction system 2 is connected with the ultrasonic scanning equipment 1 and is used for performing three-dimensional reconstruction on the ultrasonic scanning image to obtain a three-dimensional ultrasonic model;
the three-dimensional model management system 3 is respectively connected with the ultrasonic scanning equipment 1 and the three-dimensional reconstruction system and is used for carrying out classification management on the ultrasonic scanning images and the three-dimensional ultrasonic models generated correspondingly;
the artificial intelligent recognition system 4 is respectively connected with the three-dimensional reconstruction system 2 and the three-dimensional model management system 3 and is used for learning, training and recognizing the three-dimensional ultrasonic model to obtain a recognition result;
and the identity information management system 5 is respectively connected with the three-dimensional model management system 3 and the artificial intelligence recognition system 4 and is used for storing the user information and managing the stored user information.
The invention aims to provide a novel identity authentication system, which is based on an ultrasonic image, combines a three-dimensional reconstruction technology and an Artificial Intelligence AI identification (Artificial Intelligence) technology, avoids the identification characteristics from being leaked or stolen, and has higher authentication accuracy and reliability.
The system mainly comprises an ultrasonic scanning device 1, a three-dimensional reconstruction system 2, a three-dimensional model management system 3, an artificial intelligence recognition system 4 and an identity information management system 5. The system can comprise one or more ultrasonic scanning devices 1, which are used for carrying out ultrasonic scanning on human body parts to obtain a series of ultrasonic scanning images, wherein the human body parts comprise one or a combination of more of human faces, hands, hearts, kidneys, carotid arteries, thyroid glands or other organs for identity authentication; the three-dimensional reconstruction system 2 carries out three-dimensional reconstruction on the series of ultrasonic scanning images obtained by scanning based on the existing three-dimensional reconstruction technology to obtain a three-dimensional ultrasonic model corresponding to the ultrasonic scanning images; the three-dimensional model management system 3 is used for carrying out classification management on the ultrasonic scanning images and the three-dimensional ultrasonic models generated correspondingly; the artificial intelligence recognition system 4 learns, trains and recognizes the three-dimensional ultrasonic model based on an AI recognition technology to obtain a recognition result; and an identity information management system 5 for managing the stored user information.
In a preferred embodiment, the identity information management system 5 comprises:
the storage unit is used for storing user information;
the first association unit is connected with the storage unit and the artificial intelligence identification system 4 and used for receiving the identification result and associating the identification result with the corresponding user information;
and the second association unit is connected with the storage unit, the first association unit and the three-dimensional model management system 3 and is used for receiving the three-dimensional ultrasonic model and associating the three-dimensional ultrasonic model with corresponding user information.
Specifically, in this embodiment, the identity information management system 5 includes a storage unit, a first association unit, and a second association unit; the storage unit stores user information, wherein the user information comprises basic information such as user names, contact ways, addresses and the like; in the learning and training process, the second association unit is used for receiving the three-dimensional ultrasonic model and associating the three-dimensional ultrasonic model with corresponding user information; in the identity recognition process, the first association unit is used for receiving the recognition result output by the artificial intelligence recognition system 4, recognizing the three-dimensional ultrasonic model included in the result, and associating the recognition result with the corresponding user information according to the association result of the first association unit.
In a preferred embodiment, the method further comprises:
and the first client 6 is connected with the identity information management system 5 and used for receiving and storing the input user information.
In a preferred embodiment, the identity information management system 5 comprises:
and the input unit is connected with the first client 6 and is used for inputting the user information stored by the first client 6.
In a preferred embodiment, the identity information management system 5 further comprises:
the authority management unit is used for configuring management authority for the user, and the user information comprises user authority information;
and the processing unit is connected with the authority management unit and the three-dimensional model management system 3 and is used for performing addition, modification and deletion operations, synchronously updating the three-dimensional ultrasonic model of the three-dimensional model management system 3, managing the data stored in the identity information management system 5 only by an administrator, and synchronously adding or deleting the ultrasonic three-dimensional model in the three-dimensional model management system 3.
In a preferred embodiment, the system further includes a second client 7 connected to the identity information management system 5, where the second client 7 specifically includes:
the receiving unit is used for receiving the identification result and the user information associated with the identification result;
and the sending unit outputs a behavior signal according to the identification result and sends the behavior signal to a safety management device 8, wherein the safety management device can be various different access control systems, card punching systems or other systems needing identity identification authentication.
In a preferred embodiment, the artificial intelligence recognition system 4 comprises:
the learning training unit is used for learning and training the three-dimensional ultrasonic model;
and the recognition unit is connected with the learning training unit and used for comparing the three-dimensional ultrasonic model with the three-dimensional ultrasonic model trained in advance to obtain a recognition result.
The invention also provides an artificial intelligence identity recognition method based on the three-dimensional ultrasonic model, which is used for the artificial intelligence identity recognition system based on the three-dimensional ultrasonic model, as shown in figure 5, and comprises the following steps:
step S1, carrying out ultrasonic scanning on the human body part through the ultrasonic scanning equipment 1 to obtain an ultrasonic scanning image;
step S2, performing three-dimensional reconstruction on the ultrasonic scanning image to obtain a three-dimensional ultrasonic model;
step S3, carrying out artificial intelligence recognition on the three-dimensional ultrasonic model to obtain a recognition result, and sending the recognition result to an identity information management system 5;
in step S4, the identity information management system 5 associates the identification result with the stored user information, and sends the association result to a second client 7.
Specifically, the system can realize the acquisition and training of the three-dimensional ultrasonic model, the user identity authentication and the user identity and authority management.
The specific description of each flow is as follows:
acquisition and training of a three-dimensional ultrasonic model: as shown in fig. 2, a specific part of a human body is scanned by a special ultrasonic scanning device 1 to obtain a series of ultrasonic images, a three-dimensional reconstruction system 2 generates a three-dimensional ultrasonic model, a three-dimensional model management system 3 performs classified management on the generated three-dimensional model and associates the three-dimensional model with personnel information in an identity information management system 5, an AI artificial intelligence recognition system 4 learns, trains and recognizes the model in the three-dimensional model management system 3, an AI recognition result is transmitted into the identity information management system 5, and the identity information management system 5 associates and stores the recognition result with corresponding personnel information.
And (3) user identity authentication: as shown in fig. 3, a specific part of a human body is scanned by a special ultrasonic scanning device 1 to obtain a series of ultrasonic images, a three-dimensional reconstruction system 2 is used to generate a three-dimensional ultrasonic model, the generated ultrasonic three-dimensional model is transmitted to an artificial intelligence recognition system 4 for AI recognition, and a recognition result is transmitted to an identity information management system 5, the identity information management system 5 associates personnel information and personnel authority in the system according to the recognition result, the identity information management system 5 transmits the association result to a second client 7, and the second client 7 transmits different behavior signals to a corresponding safety management device 8 according to the recognition result. If the safety management device 8 is an access control system, the behavior signal may be an incoming signal and an outgoing signal, and the safety management device 8 responds according to different behavior signals.
User identity and rights management: as shown in fig. 4, the administrator collects basic information of the user through the first client 6, and enters the user information into the identity information management system 5, and the identity information management system 5 can add or delete the ultrasound three-dimensional model in the three-dimensional model management system 3 synchronously.
The invention has the beneficial effects that:
the invention innovatively provides a brand-new intelligent identity authentication system, which is based on ultrasonic images and combines a three-dimensional reconstruction technology and an artificial intelligent identification technology, so that the risk of revealing and stealing identification features is fundamentally solved, and the accuracy and the reliability of identity authentication are improved.
While the invention has been described with reference to a preferred embodiment, it will be understood by those skilled in the art that various changes in form and detail may be made therein without departing from the spirit and scope of the invention.
Claims (9)
1. An artificial intelligence identity recognition system based on three-dimensional ultrasonic model, comprising:
the ultrasonic scanning equipment is used for carrying out ultrasonic scanning on the human body part to obtain an ultrasonic scanning image;
the three-dimensional reconstruction system is connected with the ultrasonic scanning equipment and is used for performing three-dimensional reconstruction on the ultrasonic scanning image to obtain a three-dimensional ultrasonic model;
the three-dimensional model management system is respectively connected with the ultrasonic scanning equipment and the ultrasonic three-dimensional reconstruction system and is used for carrying out classified management on the ultrasonic scanning images and the three-dimensional ultrasonic models generated correspondingly;
the artificial intelligent recognition system is respectively connected with the three-dimensional reconstruction system and the three-dimensional model management system and is used for learning, training and recognizing the three-dimensional ultrasonic model to obtain a recognition result;
and the identity information management system is respectively connected with the three-dimensional model management system and the artificial intelligence recognition system and is used for storing user information and managing the stored user information.
2. The three-dimensional ultrasound model-based artificial intelligence identity recognition system of claim 1, wherein the identity information management system comprises:
the storage unit is used for storing the user information;
the first association unit is connected with the storage unit and the artificial intelligence identification system and used for receiving the identification result and associating the identification result with the corresponding user information;
and the second association unit is connected with the storage unit and the three-dimensional model management system and is used for receiving the three-dimensional ultrasonic model and associating the three-dimensional ultrasonic model with the corresponding user information.
3. The system of claim 1, further comprising:
and the first client is connected with the identity information management system and used for receiving and storing the input user information.
4. The three-dimensional ultrasound model-based artificial intelligence identity recognition system of claim 3, wherein the identity information management system comprises:
and the input unit is connected with the first client and used for inputting the user information stored by the first client.
5. The system of claim 1, wherein the identity information management system further comprises:
the authority management unit is used for configuring management authority for a user, and the user information comprises user authority information;
and the processing unit is connected with the authority management unit and the three-dimensional model management system and is used for performing addition, modification and deletion operations and synchronously updating the three-dimensional ultrasonic model of the three-dimensional model management system.
6. The system according to claim 1, further comprising a second client connected to the identity information management system, wherein the second client specifically includes:
a receiving unit, configured to receive the identification result and the user information associated with the identification result;
and the sending unit outputs a behavior signal according to the identification result and sends the behavior signal to a safety management device.
7. The system of claim 1, wherein the system comprises:
the learning training unit is used for learning and training the three-dimensional ultrasonic model;
and the recognition unit is connected with the learning training unit and used for comparing the three-dimensional ultrasonic model with the three-dimensional ultrasonic model trained in advance to obtain a recognition result.
8. The system of claim 1, wherein the human body part comprises one or more of a human face, a hand, a heart, a kidney, a carotid artery, and a thyroid gland.
9. An artificial intelligence identification method based on a three-dimensional ultrasonic model, which is used for the artificial intelligence identification system based on the three-dimensional ultrasonic model according to any one of claims 1-8, and is characterized by comprising the following steps:
step S1, carrying out ultrasonic scanning on the human body part through ultrasonic scanning equipment to obtain an ultrasonic scanning image;
step S2, performing three-dimensional reconstruction on the ultrasonic scanning image to obtain a three-dimensional ultrasonic model;
step S3, carrying out artificial intelligence recognition on the three-dimensional ultrasonic model to obtain a recognition result, and sending the recognition result to an identity information management system;
step S4, the identity information management system associates the identification result with the stored user information, and sends the association result to a second client.
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Application publication date: 20210713 |