CN110246135A - Monitor Follicles method, apparatus, system and storage medium - Google Patents
Monitor Follicles method, apparatus, system and storage medium Download PDFInfo
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- CN110246135A CN110246135A CN201910662440.6A CN201910662440A CN110246135A CN 110246135 A CN110246135 A CN 110246135A CN 201910662440 A CN201910662440 A CN 201910662440A CN 110246135 A CN110246135 A CN 110246135A
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- G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
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Abstract
The embodiment of the invention discloses a kind of Monitor Follicles method, apparatus, system and storage mediums.This method comprises: identifying to the ovarian follicle in the ultrasound image at the target monitoring position of acquisition, ovarian follicle image and ovarian follicle characteristic information are obtained；According to ovarian follicle image and ovarian follicle characteristic information, the developmental state assessment result of ovarian follicle is determined.Ovarian follicle image and ovarian follicle characteristic information intelligently can be obtained by ultrasound image through the above scheme, to accurate according to ovarian follicle image and ovarian follicle characteristic information, objectively determining ovarian follicle developmental state assessment result, to which the diagnosis for making user need not move through doctor can know the developmental state of ovarian follicle, and assessment result is more objective, accurate.
Description
Technical field
The present embodiments relate to field of medical technology more particularly to a kind of Monitor Follicles method, apparatus, system and storage
Medium.
Background technique
At this stage, it if wanting to know the concrete conditions such as uterus, ovary, the ovarian follicle of female user, needs through ultrasonic device pair
Female reproductive system is imaged, and by veteran doctor by the observation to ultrasound image, judges current reproductive system
Situation.
But the process of ultrasonic device detection is extremely complex, needs experienced ultrasonic medical practitioner, operates the super of profession
Sound instrument completes ultrasonic examination and Image Acquisition, and judges and diagnose according to the experience of doctor by observation ultrasound image,
With certain subjectivity, it is likely that the case where there are erroneous judgements.In addition, it is necessary to which subjects are periodically checked to hospital, take
When it is laborious, be not able to satisfy the requirement monitored at any time.
Summary of the invention
The embodiment of the present invention provides a kind of Monitor Follicles method, apparatus, system and storage medium, to realize to follicular development
Situation carries out intelligent objective assessment.
In a first aspect, the embodiment of the invention provides a kind of Monitor Follicles methods, this method comprises:
Ovarian follicle in the ultrasound image at the target monitoring position of acquisition is identified, ovarian follicle image is obtained and ovarian follicle is special
Reference breath；
According to ovarian follicle image and ovarian follicle characteristic information, the developmental state assessment result of ovarian follicle is determined.
Second aspect, the embodiment of the invention provides a kind of Monitor Follicles device, which includes:
Identification module identifies for the ovarian follicle in the ultrasound image to the target monitoring position of acquisition, obtains ovarian follicle
Image and ovarian follicle characteristic information；
Evaluation module, for determining the developmental state assessment result of ovarian follicle according to ovarian follicle image and ovarian follicle characteristic information.
The third aspect, the embodiment of the invention also provides a kind of system, which includes:
One or more processors；
Memory, for storing one or more programs；
When one or more of programs are executed by one or more of processors, so that one or more of processing
Device realizes the Monitor Follicles method as described in any in the embodiment of the present invention.
Fourth aspect, the embodiment of the invention also provides a kind of computer readable storage mediums, are stored thereon with computer
Program realizes the Monitor Follicles method as described in any in the embodiment of the present invention when program is executed by processor.
The embodiment of the present invention can accurately obtain ovarian follicle image and ovarian follicle characteristic information by Weigh sensor, and
By further assessing ovarian follicle image and ovarian follicle characteristic information, to objectively and accurately determine the developmental state of ovarian follicle
Assessment result, the diagnosis for making user need not move through doctor can know the developmental state of ovarian follicle, solve conventional doctor
Micro-judgment has the problem of subjectivity, keeps assessment result more objective, accurate.
Detailed description of the invention
Fig. 1 is the flow chart of one of embodiment of the present invention one Monitor Follicles method；
Fig. 2 is the Monitor Follicles portable system structure composition schematic diagram in the embodiment of the present invention one；
Fig. 3 is the flow chart of one of embodiment of the present invention two Monitor Follicles method；
Fig. 4 is one of embodiment of the present invention three Monitor Follicles apparatus structure schematic diagram；
Fig. 5 is the structural schematic diagram of one of the embodiment of the present invention four system.
Specific embodiment
The present invention is described in further detail with reference to the accompanying drawings and examples.It is understood that this place is retouched
The specific embodiment stated is used only for explaining the present invention rather than limiting the invention.It also should be noted that in order to just
Only the parts related to the present invention are shown in description, attached drawing rather than entire infrastructure.
Embodiment one
Fig. 1 is the flow chart of one of embodiment of the present invention one Monitor Follicles method.Ovarian follicle prison provided in this embodiment
Survey method is applicable to the case where user is monitored follicular development situation, this method specifically can by Monitor Follicles device Lai
It executes, which can be realized that the device can integrate in systems by the mode of software and/or hardware, and the system can be with
For the Monitor Follicles portable system based on ultrasonic imaging principle, as shown in Fig. 2, may include ultrasonic probe and display device,
Ultrasonic probe can be connected with display device by wired or wireless mode, be stored in the ultrasonic probe for carrying out ovum
Steep the computer program and model of monitoring.Referring to Fig. 1, the method for the embodiment of the present invention is specifically included:
S110, the ovarian follicle in the ultrasound image at the target monitoring position of acquisition is identified, obtain ovarian follicle image and
Ovarian follicle characteristic information.
Wherein, the target monitoring position can be the abdomen of person to be monitored, and the ultrasound image is treated for ultrasonic probe
Monitor the ultrasound image of position acquisition.In routine monitoring, ultrasonic probe is usually held by doctor and treats the to be monitored of human observer
Position carry out acquiring ultrasound image, after obtaining ultrasound image, then by veteran doctor to ultrasound image carry out observation analysis,
To identify ovarian follicle image from ultrasound image, the size of ovarian follicle image is further judged.But the above method needs user
The acquisition that ultrasound image is carried out to specialist hospital, and needs to reserve doctor and diagnoses, and process is time-consuming cumbersome, can not achieve with
When monitor everywhere, and the micro-judgment of doctor have subjectivity, judging result is not objective, may exist erroneous judgement the case where.
Therefore, in embodiments of the present invention, the ultrasound image at system acquisition user position to be monitored, user are monitored by portable ultraphonic
It oneself can hold ultrasonic probe and treat the acquisition that monitoring position carries out ultrasound image, monitor, save anywhere or anytime to realize
The time for having saved user, facilitate user.It, can be further to super after portable ultraphonic monitoring system obtains ultrasound image
Ovarian follicle in acoustic image is identified, to automatically identify the ovarian follicle image in ultrasound image, and obtains the feature letter of ovarian follicle
Breath.
Optionally, the ovarian follicle in the ultrasound image at the target monitoring position of acquisition is identified, may include: to ultrasound
Image carries out edge detection, is believed by the feature that integrality and the edge pixel analysis at edge obtain ovarian follicle image and ovarian follicle
Breath, and determine the quantity of ovarian follicle.
S120, according to ovarian follicle image and ovarian follicle characteristic information, determine the developmental state assessment result of ovarian follicle.
According to ovarian follicle image and ovarian follicle characteristic information, the developmental state of ovarian follicle may further determine that, to obtain ovum
The developmental state assessment result of bubble, maturity, tension and ovulation period including ovarian follicle etc..For example, in physiology phase, ovarian follicle
Diameter is less than 5mm, is jejune ovarian follicle, tension is smaller, and longer according to ovulation period, after physiology phase, follicular diameter is increased by 5mm
22mm is grown to, tension is larger, has 10-15 days according to ovulation period, and when before physiology phase, follicular diameter is greater than 22mm, and tension is very big,
It has been in ovulation period.It is further analyzed by ovarian follicle characteristic information and obtains follicular development situation assessment result, to give user
Accurate objectively follicular development situation reference is provided.
Optionally, according to ovarian follicle image and ovarian follicle characteristic information, after the developmental state assessment result for determining ovarian follicle, also
It include: to be shown the ultrasound image and developmental state assessment result by display device；It is assessed and is tied according to developmental state
Fruit generates opportunity prompt of becoming pregnant, with auxiliary pregnancy or contraception.Illustratively, the developmental state that many users obtain ovarian follicle assesses knot
After fruit, still cannot may clearly it be become pregnant opportunity according to the developmental state assessment result of ovarian follicle, therefore, in embodiments of the present invention,
Monitor Follicles system can intelligently generate the prompt on opportunity of becoming pregnant according to follicular development situation assessment result, and show user,
It becomes pregnant opportunity to make user fully understand with corresponding to follicles present developmental state, to be had according to opportunity prompt of becoming pregnant
The pregnancy of effect auxiliary or contraception.
The technical solution of the present embodiment identifies the ovarian follicle in the ultrasound image at the target monitoring position of acquisition, obtains
To ovarian follicle image and ovarian follicle characteristic information；According to ovarian follicle image and ovarian follicle characteristic information, determine that the developmental state of ovarian follicle is commented
Estimate result.By Weigh sensor, ovarian follicle image and ovarian follicle characteristic information can be accurately obtained, and by further to ovum
Bubble image and ovarian follicle characteristic information are assessed, to objectively and accurately determine the developmental state assessment result of ovarian follicle, are used
The diagnosis that family needs not move through doctor can know the developmental state of ovarian follicle, and solving conventional doctor's micro-judgment has master
The problem of property seen, keep assessment result more objective, accurate.
Embodiment two
Fig. 3 is the flow chart of one of embodiment of the present invention two Monitor Follicles method.The present embodiment is in above-described embodiment
On the basis of be optimized.The details not being described in detail in the present embodiment is detailed in above-described embodiment.Referring to Fig. 3, this implementation
Example provide Monitor Follicles method may include:
S210, the target monitoring position that will acquire ultrasound image be input to judgment models, obtain physiology rank locating for ovarian follicle
Section.
Specifically, the ultrasound image at the target monitoring position that will acquire is input to judgment models, to be obtained by judgment models
To physiological stage locating for ovarian follicle, to improve the accuracy and objectivity of ovarian follicle physiological stage assessment.
Optionally, the ultrasound image at the target monitoring position that will acquire is input to before judgment models, further includes: by target
The preset quantity history ultrasound image and corresponding physiological stage for monitoring position are trained model as training data, obtain ovum
Steep the judgment models of locating physiological stage, the physiological stage include physiology phase before, after physiology phase and physiology phase；By the history
Ultrasound image, corresponding physiological stage, ovarian follicle image and ovarian follicle characteristic information are trained model as training data, obtain
The identification model.By establishing judgment models and identification model, to make judgement and the ovarian follicle of physiological stage locating for ovarian follicle
The identification of image can be with automatic processing, it is no longer necessary to which experienced doctor completes, to improve the objective of ovarian follicle assessment
Property and real-time.
S220, the ultrasound image is input to identification model with corresponding physiological stage, obtains ovarian follicle image.
Specifically, being assisted in identifying by physiological stage, can more accurately identify in ultrasound image from different physiology
Ovarian follicle image corresponding to stage is analyzed and is assessed convenient for the ovarian follicle image further to different physiological stages.
S230, ovarian follicle characteristic information is determined according to the ovarian follicle image, wherein the ovarian follicle characteristic information includes ovarian follicle
The quantity of profile and ovarian follicle.
Specifically, may further determine that the characteristic information of ovarian follicle according to ovarian follicle image, such as ovarian follicle specific location, ovarian follicle
Profile and the quantity of ovarian follicle etc., more accurately to be identified to ovarian follicle.
S240, the dimension information that ovarian follicle is determined according to the profile of the ovarian follicle.
Specifically, the dimension information of ovarian follicle, such as follicular diameter etc., with logical can be calculated by the profile of ovarian follicle
Cross situations such as diameter of ovarian follicle further assesses the maturity of ovarian follicle.
S250, ovarian follicle image and ovarian follicle characteristic information are input to assessment models, obtain the maturity of ovarian follicle, tension and
At least one of ovulation period.
Specifically, by model evaluation ovarian follicle can be obtained by ovarian follicle image and ovarian follicle characteristic information more accurately
The information such as maturity, tension, ovulation period, thus the state current according to the clear ovarian follicle of above- mentioned information, so as to the opportunity of becoming pregnant
It is assessed.
Optionally, ovarian follicle image and ovarian follicle characteristic information are input to before assessment models, further includes:
By ovarian follicle image, ovarian follicle characteristic information and developmental state in the preset quantity history ultrasound image at target monitoring position
Assessment result is trained model as training data, obtains assessment models.
The ultrasound image of the technical solution of the embodiment of the present invention, the target monitoring position that will acquire is input to judgment models,
Obtain physiological stage locating for ovarian follicle；The ultrasound image is input to identification model with corresponding physiological stage, obtains ovarian follicle figure
Picture；Ovarian follicle characteristic information is determined according to the ovarian follicle image, wherein the ovarian follicle characteristic information includes the profile and ovum of ovarian follicle
The quantity of bubble；The dimension information of ovarian follicle is determined according to the profile of the ovarian follicle.Ovarian follicle image and ovarian follicle characteristic information are inputted
To assessment models, at least one of maturity, tension and ovulation period of ovarian follicle are obtained.Pass through model judgement, model identification
And model evaluation, it is capable of the developmental state of more accurate objectively acquisition ovarian follicle, to provide the user with accurate ovarian follicle hair
Educate situation assessment result.
Embodiment three
Fig. 4 is a kind of Monitor Follicles apparatus structure schematic diagram that the embodiment of the present invention three provides.The device is suitable for user
The case where being monitored to follicular development situation, this method can specifically be executed by Monitor Follicles device, which can be by
The mode of software and/or hardware realizes that the device can integrate in systems, and the system can be for based on ultrasonic imaging principle
Monitor Follicles portable system, including ultrasonic probe and display device are stored with for carrying out ovarian follicle in the ultrasonic probe
The computer program and model of monitoring.Referring to fig. 4, which specifically includes:
Identification module 310 identifies for the ovarian follicle in the ultrasound image to the target monitoring position of acquisition, obtains ovum
Steep image and ovarian follicle characteristic information；
Evaluation module 320, for determining the developmental state assessment knot of ovarian follicle according to ovarian follicle image and ovarian follicle characteristic information
Fruit.
Optionally, the identification module 310, comprising:
The ultrasound image of model judging unit, the target monitoring position for will acquire is input to judgment models, obtains ovum
Steep locating physiological stage；
Model recognition unit obtains ovum for the ultrasound image to be input to identification model with corresponding physiological stage
Steep image；
Characteristic information determination unit, for determining ovarian follicle characteristic information according to the ovarian follicle image, wherein the ovarian follicle is special
Reference breath includes the profile of ovarian follicle and the quantity of ovarian follicle；
Dimension information determination unit, for determining the dimension information of ovarian follicle according to the profile of the ovarian follicle.
Optionally, further includes:
Judgment models training module, for by the preset quantity history ultrasound image at target monitoring position and corresponding physiology rank
Duan Zuowei training data is trained model, obtains the judgment models of physiological stage locating for ovarian follicle, and the physiological stage includes
Before physiology phase, after physiology phase and physiology phase；
Identification model training module is used for the history ultrasound image, corresponding physiological stage, ovarian follicle image and ovarian follicle
Characteristic information is trained model as training data, obtains the identification model.
Optionally, the evaluation module 320, comprising:
Model evaluation unit obtains ovarian follicle for ovarian follicle image and ovarian follicle characteristic information to be input to assessment models
At least one of maturity, tension and ovulation period.
Optionally, further includes:
Assessment models training module, for ovarian follicle image in the preset quantity history ultrasound image by target monitoring position,
Ovarian follicle characteristic information and developmental state assessment result are trained model as training data, obtain assessment models.
Optionally, further includes:
Display module, for the ultrasound image and developmental state assessment result to be shown by display device；
Cue module, for generating opportunity prompt of becoming pregnant according to developmental state assessment result, with auxiliary pregnancy or contraception.
The technical solution of the embodiment of the present invention, identification module is to the ovarian follicle in the ultrasound image at the target monitoring position of acquisition
It is identified, obtains ovarian follicle image and ovarian follicle characteristic information；Evaluation module is according to ovarian follicle image and ovarian follicle characteristic information, really
Determine the developmental state assessment result of ovarian follicle.By Weigh sensor, ovarian follicle image and ovarian follicle feature letter can be accurately obtained
Breath, and by further assessing ovarian follicle image and ovarian follicle characteristic information, to objectively and accurately determine the hair of ovarian follicle
Situation assessment result is educated, the diagnosis for making user need not move through doctor can know the developmental state of ovarian follicle, solve routine
Doctor's micro-judgment there is the problem of subjectivity, keep assessment result more objective, accurate.
Example IV
Fig. 5 is a kind of structural schematic diagram for system that the embodiment of the present invention four provides.Fig. 5, which is shown, to be suitable for being used to realizing this
The block diagram of the exemplary system 412 of inventive embodiments.The system 412 that Fig. 5 is shown is only an example, should not be to of the invention real
The function and use scope for applying example bring any restrictions.
As shown in figure 5, system 412 includes: one or more processors 416；Memory 428, for storing one or more
A program, when one or more programs are executed by one or more processors 416, so that one or more processors 416 are realized
Monitor Follicles method provided by the embodiment of the present invention, comprising:
Ovarian follicle in the ultrasound image at the target monitoring position of acquisition is identified, ovarian follicle image is obtained and ovarian follicle is special
Reference breath；
According to ovarian follicle image and ovarian follicle characteristic information, the developmental state assessment result of ovarian follicle is determined.
It is showed in the form of general-purpose system.The component of system 412 can include but is not limited to: one or more processor
Or processor 416, system storage 428, connect different system components (including system storage 428 and processor 416)
Bus 418.
Bus 418 indicates one of a few class bus structures or a variety of, including memory bus or Memory Controller,
Peripheral bus, graphics acceleration port, processor or the local bus using any bus structures in a variety of bus structures.It lifts
For example, these architectures include but is not limited to industry standard architecture (ISA) bus, microchannel architecture (MAC)
Bus, enhanced isa bus, Video Electronics Standards Association (VESA) local bus and peripheral component interconnection (PCI) bus.
System 412 typically comprises various computing systems readable storage medium storing program for executing.These storage mediums can be any energy
Enough usable storage mediums accessed by system 412, including volatile and non-volatile storage medium, it is moveable and irremovable
Storage medium.
System storage 428 may include the computer system-readable storage medium of form of volatile memory, such as with
Machine accesses memory (RAM) 430 and/or cache memory 432.System 412 may further include it is other it is removable/no
Movably, volatile/non-volatile computer system storage medium.Only as an example, storage system 434 can be used for reading and writing
Immovable, non-volatile magnetic storage medium (Fig. 5 do not show, commonly referred to as " hard disk drive ").Although not showing in Fig. 5
Out, the disc driver for reading and writing to removable non-volatile magnetic disk (such as " floppy disk ") can be provided, and to removable
The CD drive of anonvolatile optical disk (such as CD-ROM, DVD-ROM or other optical storage medias) read-write.In these situations
Under, each driver can be connected by one or more data storage medium Interface & Bus 418.Memory 428 can be with
Including at least one program product, which has one group of (for example, at least one) program module, these program module quilts
It configures to execute the function of various embodiments of the present invention.
Program/utility 440 with one group of (at least one) program module 442, can store in such as memory
In 428, such program module 462 includes but is not limited to operating system, one or more application program, other program modules
And program data, it may include the realization of network environment in each of these examples or certain combination.Program module 462
Usually execute the function and/or method in embodiment described in the invention.
System 412 can also be logical with one or more external systems 416 (such as keyboard, pointing system, display 426 etc.)
Letter, can also enable a user to the system communication interacted with the system 412 with one or more, and/or with make the system 412
Any system (such as network interface card, modem etc.) communication that can be communicated with one or more of the other computing system.This
Kind communication can be carried out by input/output (I/O) interface 422.Also, system 412 can also by network adapter 420 with
One or more network (such as local area network (LAN), wide area network (WAN) and/or public network, such as internet) communication.Such as
Shown in figure, network adapter 420 is communicated by bus 418 with other modules of system 412.It should be understood that although not showing in Fig. 5
Out, other hardware and/or software module can be used in conjunction with system 412, including but not limited to: microcode, system drive, superfluous
Remaining processing unit, external disk drive array, RAID system, tape drive and data backup storage system etc..
Processor 416 by other programs in multiple programs for being stored in system storage 428 of operation at least one,
Thereby executing various function application and data processing, such as realize a kind of Monitor Follicles side provided by the embodiment of the present invention
Method, comprising:
Ovarian follicle in the ultrasound image at the target monitoring position of acquisition is identified, ovarian follicle image is obtained and ovarian follicle is special
Reference breath；
According to ovarian follicle image and ovarian follicle characteristic information, the developmental state assessment result of ovarian follicle is determined.
Embodiment five
The embodiment of the present invention five additionally provides a kind of storage medium comprising computer executable instructions, and computer is executable
Instruction by computer processor when being executed for executing a kind of Monitor Follicles method, comprising:
Ovarian follicle in the ultrasound image at the target monitoring position of acquisition is identified, ovarian follicle image is obtained and ovarian follicle is special
Reference breath；
According to ovarian follicle image and ovarian follicle characteristic information, the developmental state assessment result of ovarian follicle is determined.
The computer storage medium of the embodiment of the present invention, can be using one or more computer-readable storage mediums
Any combination.Computer readable storage medium can be computer-readable signal storage medium or computer-readable storage medium
Matter.Computer readable storage medium for example may be-but not limited to-electricity, magnetic, optical, electromagnetic, infrared ray or semiconductor
System, device or device, or any above combination.The more specific example of computer readable storage medium is (non exhaustive
List) include: electrical connection with one or more conducting wires, portable computer diskette, hard disk, random access memory
(RAM), read-only memory (ROM), erasable programmable read only memory (EPROM or flash memory), optical fiber, portable compact disc
Read-only memory (CD-ROM), light storage device, magnetic memory device or above-mentioned any appropriate combination.Of the invention real
It applies in example, it includes or the tangible media of storage program that the program can be by that computer readable storage medium, which can be any,
Instruction execution system, device or device use or in connection.
Computer-readable signal storage medium may include in a base band or as carrier wave a part propagate data
Signal, wherein carrying computer-readable program code.The data-signal of this propagation can take various forms, including but
It is not limited to electromagnetic signal, optical signal or above-mentioned any appropriate combination.Computer-readable signal storage medium can also be
Any computer readable storage medium other than computer readable storage medium, which can send,
It propagates or transmits for by the use of instruction execution system, device or device or program in connection.
The program code for including on computer readable storage medium can be transmitted with any storage medium appropriate, packet
Include --- but it is not limited to wireless, electric wire, optical cable, RF etc. or above-mentioned any appropriate combination.
The computer for executing operation of the present invention can be write with one or more programming languages or combinations thereof
Program code, programming language include object oriented program language-such as Java, Smalltalk, C++, are also wrapped
Include conventional procedural programming language-such as " C " language or similar programming language.Program code can be complete
Ground executes on the user computer, partly executes on the user computer, executing as an independent software package, partially existing
Part executes on the remote computer or executes on remote computer or system completely on subscriber computer.It is being related to far
In the situation of journey computer, remote computer can pass through the network of any kind --- including local area network (LAN) or wide area network
(WAN)-be connected to subscriber computer, or, it may be connected to outer computer (such as using ISP come
It is connected by internet).
Note that the above is only a better embodiment of the present invention and the applied technical principle.It will be appreciated by those skilled in the art that
The present invention is not limited to specific embodiments here, be able to carry out for a person skilled in the art it is various it is apparent variation, again
Adjustment and substitution are without departing from protection scope of the present invention.Therefore, although by above embodiments to the present invention carried out compared with
For detailed description, but the present invention is not limited to the above embodiments only, without departing from the inventive concept, can be with
Including more other equivalent embodiments, and the scope of the invention is determined by the scope of the appended claims.
Claims (10)
1. a kind of Monitor Follicles method, which is characterized in that the described method includes:
Ovarian follicle in the ultrasound image at the target monitoring position of acquisition is identified, ovarian follicle image and ovarian follicle feature letter are obtained
Breath；
According to ovarian follicle image and ovarian follicle characteristic information, the developmental state assessment result of ovarian follicle is determined.
2. the method according to claim 1, wherein to the ovum in the ultrasound image at the target monitoring position of acquisition
Bubble is identified, ovarian follicle image and ovarian follicle characteristic information are obtained, comprising:
The ultrasound image at the target monitoring position that will acquire is input to judgment models, obtains physiological stage locating for ovarian follicle；
The ultrasound image is input to identification model with corresponding physiological stage, obtains ovarian follicle image；
Ovarian follicle characteristic information is determined according to the ovarian follicle image, wherein the ovarian follicle characteristic information includes the profile and ovum of ovarian follicle
The quantity of bubble；
The dimension information of ovarian follicle is determined according to the profile of the ovarian follicle.
3. according to the method described in claim 2, it is characterized in that, the ultrasound image at the target monitoring position that will acquire is input to
Before judgment models, further includes:
Model is carried out using the preset quantity history ultrasound image at target monitoring position and corresponding physiological stage as training data
Training, obtains the judgment models of physiological stage locating for ovarian follicle, the physiological stage include physiology phase before, physiology phase and physiology phase
Afterwards；
Using the history ultrasound image, corresponding physiological stage, ovarian follicle image and ovarian follicle characteristic information as training data to mould
Type is trained, and obtains the identification model.
4. the method according to claim 1, wherein determining ovum according to ovarian follicle image and ovarian follicle characteristic information
The developmental state assessment result of bubble, comprising:
Ovarian follicle image and ovarian follicle characteristic information are input to assessment models, obtain maturity, tension and the ovulation period of ovarian follicle
At least one of.
5. according to the method described in claim 4, it is characterized in that, ovarian follicle image and ovarian follicle characteristic information are input to assessment
Before model, further includes:
By ovarian follicle image, ovarian follicle characteristic information and developmental state assessment in the preset quantity history ultrasound image at target monitoring position
As a result model is trained as training data, obtains assessment models.
6. the method according to claim 1, wherein determining ovum according to ovarian follicle image and ovarian follicle characteristic information
After the developmental state assessment result of bubble, further includes:
The ultrasound image and developmental state assessment result are shown by display device；
Opportunity prompt of becoming pregnant is generated, according to developmental state assessment result with auxiliary pregnancy or contraception.
7. a kind of Monitor Follicles device, which is characterized in that described device includes:
Identification module identifies for the ovarian follicle in the ultrasound image to the target monitoring position of acquisition, obtains ovarian follicle image
And ovarian follicle characteristic information；
Evaluation module, for determining the developmental state assessment result of ovarian follicle according to ovarian follicle image and ovarian follicle characteristic information.
8. device according to claim 7, which is characterized in that the identification module, comprising:
The ultrasound image of model judging unit, the target monitoring position for will acquire is input to judgment models, obtains ovarian follicle institute
Locate physiological stage；
Model recognition unit obtains ovarian follicle figure for the ultrasound image to be input to identification model with corresponding physiological stage
Picture；
Characteristic information determination unit, for determining ovarian follicle characteristic information according to the ovarian follicle image, wherein the ovarian follicle feature is believed
Breath includes the profile of ovarian follicle and the quantity of ovarian follicle；
Dimension information determination unit, for determining the dimension information of ovarian follicle according to the profile of the ovarian follicle.
9. a kind of system, which is characterized in that the system comprises:
One or more processors；
Memory, for storing one or more programs；
When one or more of programs are executed by one or more of processors, so that one or more of processors are real
Now such as a kind of Monitor Follicles method as claimed in any one of claims 1 to 6.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the program is by processor
A kind of such as Monitor Follicles method as claimed in any one of claims 1 to 6 is realized when execution.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910662440.6A CN110246135B (en) | 2019-07-22 | 2019-07-22 | Follicle monitoring method, device, system and storage medium |
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Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110693529A (en) * | 2019-10-12 | 2020-01-17 | 深圳度影医疗科技有限公司 | Ovary and/or follicle automatic measurement method based on two-dimensional image |
| WO2022140960A1 (en) * | 2020-12-28 | 2022-07-07 | 深圳迈瑞生物医疗电子股份有限公司 | Follicle tracking method and system |
| CN115869014A (en) * | 2023-02-09 | 2023-03-31 | 深圳迈瑞动物医疗科技股份有限公司 | Veterinary ultrasonic imaging equipment and veterinary ultrasonic batch detection method |
| WO2023185568A1 (en) * | 2022-03-31 | 2023-10-05 | 深圳开立生物医疗科技股份有限公司 | Method for counting ovarian follicles, apparatus, medical ultrasonic device, and readable storage medium |
Citations (13)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1729020A (en) * | 2002-05-09 | 2006-02-01 | 厄尔特拉斯特有限责任公司 | Medium for contrast enhancement or convenience for ultrasonic, endoscopic, and other medical examinations |
| CN101389964A (en) * | 2005-10-24 | 2009-03-18 | 马纳瓦图生物技术投资有限公司（Mbil） | Ovulation cycle monitoring and management |
| CN102475552A (en) * | 2010-11-22 | 2012-05-30 | 天津智特安达科技有限公司 | Detecting method for forecasting ovulatory period of woman |
| CN103784167A (en) * | 2014-02-13 | 2014-05-14 | 王艳 | Ovulation monitor |
| CN104143193A (en) * | 2014-08-07 | 2014-11-12 | 深圳市开立科技有限公司 | Partition method, device and system for target objects in ultrasonic image |
| CN104267011A (en) * | 2014-09-23 | 2015-01-07 | 中国科学院东北地理与农业生态研究所 | Transgenic sheep oocyte screening method |
| CN105496453A (en) * | 2015-11-13 | 2016-04-20 | 武汉科技大学 | Cattle ovarian follicle ultrasonic monitoring system and monitoring method for same |
| CN105943086A (en) * | 2015-06-10 | 2016-09-21 | 湖南润泽医疗影像科技有限公司 | Ultrasonic follicle inspection tester and automatic analysis method thereof |
| CN107208057A (en) * | 2014-12-19 | 2017-09-26 | Vrije布鲁塞尔大学 | The maturation in vitro of mammal ovarian cumulus oocyte complex |
| CN108985366A (en) * | 2018-07-06 | 2018-12-11 | 武汉兰丁医学高科技有限公司 | B ultrasound image recognition algorithm and system based on convolution depth network |
| WO2019009919A1 (en) * | 2017-07-07 | 2019-01-10 | Massachusetts Institute Of Technology | System and method for automated ovarian follicular monitoring |
| WO2019072827A1 (en) * | 2017-10-11 | 2019-04-18 | Koninklijke Philips N.V. | Intelligent ultrasound-based fertility monitoring |
| CN109727243A (en) * | 2018-12-29 | 2019-05-07 | 无锡祥生医疗科技股份有限公司 | Breast ultrasound image recognition analysis method and system |
-
2019
- 2019-07-22 CN CN201910662440.6A patent/CN110246135B/en active Active
Patent Citations (13)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN1729020A (en) * | 2002-05-09 | 2006-02-01 | 厄尔特拉斯特有限责任公司 | Medium for contrast enhancement or convenience for ultrasonic, endoscopic, and other medical examinations |
| CN101389964A (en) * | 2005-10-24 | 2009-03-18 | 马纳瓦图生物技术投资有限公司（Mbil） | Ovulation cycle monitoring and management |
| CN102475552A (en) * | 2010-11-22 | 2012-05-30 | 天津智特安达科技有限公司 | Detecting method for forecasting ovulatory period of woman |
| CN103784167A (en) * | 2014-02-13 | 2014-05-14 | 王艳 | Ovulation monitor |
| CN104143193A (en) * | 2014-08-07 | 2014-11-12 | 深圳市开立科技有限公司 | Partition method, device and system for target objects in ultrasonic image |
| CN104267011A (en) * | 2014-09-23 | 2015-01-07 | 中国科学院东北地理与农业生态研究所 | Transgenic sheep oocyte screening method |
| CN107208057A (en) * | 2014-12-19 | 2017-09-26 | Vrije布鲁塞尔大学 | The maturation in vitro of mammal ovarian cumulus oocyte complex |
| CN105943086A (en) * | 2015-06-10 | 2016-09-21 | 湖南润泽医疗影像科技有限公司 | Ultrasonic follicle inspection tester and automatic analysis method thereof |
| CN105496453A (en) * | 2015-11-13 | 2016-04-20 | 武汉科技大学 | Cattle ovarian follicle ultrasonic monitoring system and monitoring method for same |
| WO2019009919A1 (en) * | 2017-07-07 | 2019-01-10 | Massachusetts Institute Of Technology | System and method for automated ovarian follicular monitoring |
| WO2019072827A1 (en) * | 2017-10-11 | 2019-04-18 | Koninklijke Philips N.V. | Intelligent ultrasound-based fertility monitoring |
| CN108985366A (en) * | 2018-07-06 | 2018-12-11 | 武汉兰丁医学高科技有限公司 | B ultrasound image recognition algorithm and system based on convolution depth network |
| CN109727243A (en) * | 2018-12-29 | 2019-05-07 | 无锡祥生医疗科技股份有限公司 | Breast ultrasound image recognition analysis method and system |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110693529A (en) * | 2019-10-12 | 2020-01-17 | 深圳度影医疗科技有限公司 | Ovary and/or follicle automatic measurement method based on two-dimensional image |
| WO2022140960A1 (en) * | 2020-12-28 | 2022-07-07 | 深圳迈瑞生物医疗电子股份有限公司 | Follicle tracking method and system |
| WO2023185568A1 (en) * | 2022-03-31 | 2023-10-05 | 深圳开立生物医疗科技股份有限公司 | Method for counting ovarian follicles, apparatus, medical ultrasonic device, and readable storage medium |
| CN115869014A (en) * | 2023-02-09 | 2023-03-31 | 深圳迈瑞动物医疗科技股份有限公司 | Veterinary ultrasonic imaging equipment and veterinary ultrasonic batch detection method |
| CN115869014B (en) * | 2023-02-09 | 2023-12-26 | 深圳迈瑞动物医疗科技股份有限公司 | Ultrasonic imaging equipment for livestock and ultrasonic batch detection method for livestock |
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