CN106725295A - A kind of miniature check-up equipment, device and its application method - Google Patents

A kind of miniature check-up equipment, device and its application method Download PDF

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Publication number
CN106725295A
CN106725295A CN201611072253.5A CN201611072253A CN106725295A CN 106725295 A CN106725295 A CN 106725295A CN 201611072253 A CN201611072253 A CN 201611072253A CN 106725295 A CN106725295 A CN 106725295A
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eyeground
module
equipment
miniature
display
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薛丹
迟立明
李德衡
丁爱杰
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REDASEN TECHNOLOGY (DALIAN) CO Ltd
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REDASEN TECHNOLOGY (DALIAN) CO Ltd
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    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B3/00Apparatus for testing the eyes; Instruments for examining the eyes
    • A61B3/10Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions
    • A61B3/14Arrangements specially adapted for eye photography
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B3/00Apparatus for testing the eyes; Instruments for examining the eyes
    • A61B3/10Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions
    • A61B3/12Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions for looking at the eye fundus, e.g. ophthalmoscopes
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B3/00Apparatus for testing the eyes; Instruments for examining the eyes
    • A61B3/10Objective types, i.e. instruments for examining the eyes independent of the patients' perceptions or reactions
    • A61B3/14Arrangements specially adapted for eye photography
    • A61B3/15Arrangements specially adapted for eye photography with means for aligning, spacing or blocking spurious reflection ; with means for relaxing
    • A61B3/152Arrangements specially adapted for eye photography with means for aligning, spacing or blocking spurious reflection ; with means for relaxing for aligning

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  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Biophysics (AREA)
  • Ophthalmology & Optometry (AREA)
  • Engineering & Computer Science (AREA)
  • Biomedical Technology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Physics & Mathematics (AREA)
  • Molecular Biology (AREA)
  • Surgery (AREA)
  • Animal Behavior & Ethology (AREA)
  • General Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Veterinary Medicine (AREA)
  • Eye Examination Apparatus (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)

Abstract

A kind of miniature check-up equipment, device and its application method, check-up equipment capture the eyeball position of user;Eyeground filming apparatus carry out eyeground and take pictures;After imaging, eye fundus image of the physical examination device automatically to photographing is detected, analyzed;Analysis is finished, and final result is sent into display, for checking;The application has very important meaning to the early detection of some diseases, diagnosis, treatment and diagnosis and treatment etc., the present apparatus waits to see the doctor when can solve the problems, such as that hospital sees a doctor, diagnoses and waste time and energy and cost input is higher simultaneously, also the part vacancy of comprehensive family digital medical system, and other field of wisdom medical treatment can be filled up.

Description

A kind of miniature check-up equipment, device and its application method
Technical field
The invention belongs to image processing and analyzing and technical field of computer vision, specifically a kind of miniature check-up equipment, Device and its application method.
Background technology
In recent years, people are to health and health preserving, the attention rate more and more higher of disease prevention and cure, with Medical Imaging and correlation Application technology is developed rapidly, and image processing and analysis technology and computer vision technique are widely used to medical domain, especially It is the window that funduscopy judges other organs blood vessel situation as understanding, is always the area closely related with clinical medicine Domain, because eyeground pathological changes are often closely related with whole body other diseases, eyeground pathological changes are the frequently-occurring diseases of eyes, are regarded with influence patient Power, blind rate be higher and the features such as irreversible some disease incidence processes, many important general diseases can cause on eyeground Specific reaction or complication, eyeground are also reflection diabetes, " barometer " of hypertension change of illness state.By observing retina Arterial vascular various symptoms, such as arteriovenous caliber, tube wall change, the presence or absence of crossing sign and degree, retinal hemorrhage, The presence or absence of ooze out and its property etc., to a certain extent it will be seen that the situation of system vascular.Therefore, eye fundus image is researched and analysed With important clinical value, the symptom of clinic can be coordinated for the diagnosis of disease provides a large amount of science and intuitively foundation, So as to carry out final accurate condition-inference.Based on grinding for the correlation techniques such as the pretreatment to eye fundus image, detection and identification Study carefully, the characteristic areas such as optical fundus blood vessel, optic disk, macular area can be detected and recognized, assistant analysis eyeground is with the presence or absence of possible Disease or lesion factor.
Current Medical Devices are substantially and are checked for a certain item illness of human body or some position, such For patient, not only checking process is relatively complicated for test mode, and the time of waiting result is more long;And in domestic medicine In field, portable equipment is also all targeted, it is impossible to comprehensively check common disease.Funduscopy judges eye as understanding Eyeball, other organs, heart, the technological means of vascular lesion situation, are always inseparable with clinical medicine.Fundus imaging and Eye fundus image treatment is used for eye ground image procossing, morphologic observation and analysis with analytical technology, can aid in oculist To the morning of the fundus oculi disease such as the eyeground pathological changes such as diabetes, hypertension and ARM, ocular fundus arteriosclerosis and PVR Phase finds and treats.
The content of the invention
In view of the above-mentioned problems existing in the prior art, the invention provides a kind of miniature check-up equipment, device and its use Method, it is intended to realize self-service examination, can mitigate the workload of doctor to a certain extent, user is obtained more intuitively medical treatment Experience, it is also possible to the efficiency that lifting is gone to a doctor and treated, early detection, diagnosis, treatment and diagnosis and treatment to some diseases etc. have Very important meaning.
In a first aspect, a kind of technical scheme that the present invention is provided is:A kind of miniature check-up equipment, including:Display, control Panel, eyeground filming apparatus, main frame, printer and housing;The display, control panel lower section are provided with eyeground and shoot dress Put, the eyeground filming apparatus lower section is provided with main frame, printer;The main frame shoots with display, control panel, eyeground respectively Device, printer are connected, and the control panel is also connected with printer, and the eyeground filming apparatus are also connected with display;Institute State display, control panel, eyeground filming apparatus, main frame, printer and be placed in enclosure interior.
Further, the said equipment also includes slot machine, is placed in printer top, is connected with control panel, main frame respectively.
Further, bluetooth module and wireless network transmission module are configured with the main frame.
Second aspect, the present invention provide a kind of technical scheme be:A kind of miniature physical examination device, including:
Image pre-processing module, by preprocess methods such as noise reduction, filtering, enhancings, the eyeground picture to shooting is further Treatment;
Eyeground feature detection module, according to the picture after treatment, to regions such as the blood vessel in the picture of eyeground, optic disk, macular areas Feature is extracted;
Eyeground feature recognition module, to the feature or characteristic area extracted, carries out abnormal information identification, obtains eyeground figure As data message.
Data conversion module, according to the eye fundus image data message for extracting, is converted into Medical result data.
Data categorization module, the Medical result data after conversion are classified by characteristics of image.
Preferably, said apparatus also include:Data information memory module, the fundus photograph that is stored with, eye fundus image data letter Breath, Medical result data, classification results, and then set up personal health information archives.
Preferably, after information is stored in device inside by data information memory module, while backed up beyond the clouds, and will Information terminal of the expert advice real time propelling movement to user.
Preferably, said apparatus also include:Malfunction monitoring management module, device, device inner module in care testing device Status information;
If device failure in equipment, warning message is sent in time to the terminal of administrative staff;
If device inner module has failure, early warning is sent to the terminal of high in the clouds or administrative staff, while can pass through Device is detected and repaired distal end;
The machine if it find that whole detecting system is delayed, then restart.
Preferably, said apparatus also include that correction module carries out intelligent posture using recognition of face, gesture recognition techniques Correction.
The third aspect, the present invention provide a kind of technical scheme be, a kind of detecting system application method, the detecting system bag Miniature check-up equipment and miniature physical examination device are included, specific method is as follows:
S1, switch on power after, capture the eyeball position of user;
S2, eyeground filming apparatus carry out eyeground and take pictures;
After S3, imaging, eye fundus image of the physical examination device automatically to photographing is detected, analyzed;
S4, analysis are finished, and final result are sent into display, for checking;
As a kind of improved technical scheme:Before the eyeball position for capturing user, start correction module, use Face recognition technology corrects head pose;After the eyeball position for capturing user, body is corrected using gesture recognition techniques Body posture.
The present invention can obtain following technique effect due to using above technical scheme:The application is by eye fundus image After collection, information transfer, Image Feature Detection, identification, the health data index based on eyeground information is obtained, according to Medical result Data, give analysis and health prompt, and user is only needed to according to prompt message, and some physiology combined in daily life are anti- Should, just can quickly understand the state of an illness and consider whether to see a doctor.This measure has an advantage that, can try one's best in ill early stage or budding period It was found that the potential state of an illness, is easy to take treatment in time, mitigate the pathogenetic harm of disease, or even reduce the incidence of disease, while the present apparatus is done What is gone out classifies by the state of an illness, it is also possible to aid in doctor to check illness, the diagnosis with doctor complements one another, and avoids omitting to the full extent And carelessness, both improve the efficiency of doctor, it helps the lifting physique of the entire people.
The application is the clinical characters being associated with 100 various disease conditions according to eyeground feature, by color, form, filtering Etc. image detection, identifying processing technology, using clinical medical theory and practice knowledge, pathological analysis are carried out to eyeground picture, The complicated processes that different syndromes need different medical instrument to check are solved, examination scope is reduced, checks illness more square Just it is quick, improve the efficiency of medical examination.
Brief description of the drawings
For clearer explanation embodiments of the invention or the technical scheme of prior art, below will be to embodiment or existing The accompanying drawing to be used needed for having technology description does one and simply introduces, it should be apparent that, drawings in the following description are only Some embodiments of the present invention, for those of ordinary skill in the art, on the premise of not paying creative work, may be used also Other accompanying drawings are obtained with according to these accompanying drawings.
Fig. 1 is the front elevation of miniature check-up equipment in embodiment;
Fig. 2 is the back view of miniature check-up equipment in embodiment;
Fig. 3 is the front elevation inside miniature check-up equipment in embodiment;
Fig. 4 is the back view inside miniature check-up equipment in embodiment;
Fig. 5 is the side view of miniature check-up equipment in embodiment.
Number explanation in figure:1 display, 2 main frames, 3 indicator lamps, 4 power switches, 5 keypads, 6 eyeground filming apparatus, 7 Slot machine, 8 printers, 9 rollers, 10 fin, 11 power interfaces, 12 power supplys, 13 USB interfaces, 14 USB interfaces, 15 controls Panel.
Specific embodiment
To make the purpose, technical scheme and advantage of embodiments of the invention clearer, with reference to the embodiment of the present invention In accompanying drawing, clearly complete description is carried out to the technical scheme in the embodiment of the present invention:Funduscopy judges eye as understanding Eyeball, other organs, heart, the technological means of vascular lesion situation, are always inseparable with clinical medicine.Fundus imaging and Eye fundus image treatment is used for eye ground image procossing, morphologic observation and analysis with analytical technology, can aid in oculist To the morning of the fundus oculi disease such as the eyeground pathological changes such as diabetes, hypertension and ARM, ocular fundus arteriosclerosis and PVR Phase finds and treats.
For the eye fundus image of user, using technologies such as pretreatment, detection, identification, screening, classification, realize blood vessel detection, The eyeground pathological changes such as artery and vena separation, blood vessel continuity identification, angiemphraxis identification, optic disk positioning, macular area positioning, spot detection are known Other function, and the data that will be analyzed intuitively are presented to user, so as to reach the purpose of miniature physical examination.
The present invention supports network cluster operation and unit independent operating both of which.For more quick adaptation user Demand, System Priority is applicable independent operation mode, that is, shoot after terminating, by local detection, identification process, rapid feedback point Analysis result.Agree to that health tracking or local independent operating are deposited in an exceptional case in user, system automatically turns on network mould Formula, by network transmission, by photographing information or independent operating result, passes back to rapidly high in the clouds, realize high in the clouds detection, identification or User's health tracking in high in the clouds.
Embodiment 1
The present embodiment provides a kind of miniature check-up equipment, including:Display 1, control panel 15, eyeground filming apparatus 6, master Machine 2, printer 8 and housing;The display 1, the lower section of control panel 15 are provided with eyeground filming apparatus 6, and the eyeground shoots dress Put 6 lower sections and main frame 2, printer 8 are installed;The main frame 2 respectively with display 1, control panel 15, eyeground filming apparatus 6, beat Print machine 8 is connected, and the control panel 15 is also connected with printer 8, and the eyeground filming apparatus 6 are also connected with display;It is described Display 1, control panel 15, eyeground filming apparatus 6, main frame 2, printer 8 are placed in enclosure interior;Lead between above-mentioned each device Cross usb 13 or USB interface 14 is connected.
Bluetooth module and wireless network transmission module are configured with the main frame 2;Such as bluetooth, 2G/3G/4G, wireless WIFI;
The Telescopic movable of eyeground filming apparatus 6, the camera in eyeground filming apparatus 6 has what fundus photograph shot Proprietary feature, can be presented efficient, the high-quality anti-imaging effect of list, while have illumination automatic regulation function, can reduce or Moment sense of discomfort when avoiding shooting;
Display 1, the result for showing detection, including prompt message and the corresponding specific performance numeral of each image refer to Mark.
Display 1, control panel 15, eyeground filming apparatus 6, main frame 2, printer 8, coin are provided with housing front The corresponding display window of machine 7, the back side of shell and side are provided with fin 10, and housing bottom is provided with roller 9, control panel Indicator lamp 3, power switch 4, keypad 5 are integrated with 15;When equipment is normally run, indicator lamp 3 shows green, when equipment goes out During existing failure, the display of the display lamp of indicator lamp 3 is red;Keypad 5 is provided with " a key physical examination " button, by coin i.e. in unmanned guidance In the case of, taken pictures imaging by eyeground, analysed and compared with standard picture characteristic, photograph of the self-service examination with off-note Piece.The all testing result immediate delivery of the present apparatus, it is time saving and energy saving, make user omit hospital register, queue up, etc. when, check it is numerous Trivial worry, user only needs starting switch, you can carry out one-touch eyeground physical examination whenever and wherever possible.
Preferably, the said equipment also includes slot machine 7, the top of printer 8 is placed in, respectively with control panel 15, the phase of main frame 2 Even.By " printing " key, testing result can be exported in picture and text form, the healthy shape of convenient use person's real-time tracking oneself State.Power supply 12 is respectively display 1, control panel 15, eyeground filming apparatus 6, main frame 2, printer 8 etc. by power interface 11 Device is powered.
The application can aid in doctor to analyze the eyeground information of patient comprehensively, and can monitor a person shape for people's moment Condition provides easily channel, improves fitness-for-all consciousness, is the important component of intelligent medical treatment.Can be applied to each province city-level doctor The HealthCare Enterprises such as institute, each community hospital, each Civilian Hospital, health-center at different levels, each ophthalmology specialist clinic, it can also be used to family health care Medical treatment.
Embodiment 2
The present embodiment provides a kind of miniature physical examination device, specifically includes:
Image pre-processing module, by preprocess methods such as noise reduction, filtering, enhancings, the eyeground picture to shooting is further Treatment, removes to the noisy content of image characteristic analysis;
Eyeground feature detection module, according to the picture after treatment, to regions such as the blood vessel in the picture of eyeground, optic disk, macular areas Feature is extracted;
Eyeground feature recognition module, to the feature or characteristic area extracted, carries out abnormal information identification, obtains eyeground figure As data message.
Data conversion module, according to the eye fundus image data message for extracting, with reference to the theoretical and practice of clinical pathologic characteristic, Further analyze and calculate view data, so as to be converted into Medical result data.
Data categorization module, the Medical result data after conversion are classified by characteristics of image, give healthy and safe police Show.
Used as the further improvement of the technical scheme, said apparatus also include:Data information memory module, be stored with eyeground Photo, eye fundus image data message, Medical result data, classification results, and then set up personal health information archives.Data message After information is stored in device inside by memory module, while being backed up beyond the clouds, it is easy to user to oneself healthy feelings The lasting tracking of condition, and by the information terminal of expert advice real time propelling movement to user.
Used as the further improvement of the technical scheme, said apparatus also include:Malfunction monitoring management module, real-time detection sets Standby interior device, the status information of device inner module;
If device failure in equipment, warning message is sent in time to the terminal of administrative staff, during so as to first Between repaired;
If device inner module has failure, early warning is sent to the terminal of high in the clouds or administrative staff, while can pass through Device is detected and repaired distal end;
The machine if it find that whole detecting system is delayed, then restart.
Used as the further improvement of the technical scheme, said apparatus also include that correction module uses recognition of face, posture Identification technology carries out intelligent posture correction.
The present apparatus can aid in that user is objective, comprehensively understand illness, early detection, diagnosis, treatment to some diseases And diagnosis and treatment etc. have very important meaning, while the part vacancy of comprehensive family digital medical field has also been filled up, for The problems such as high cost investment for waited to see the doctor when being seen a doctor to hospital, diagnosing, also makes moderate progress.The present apparatus is loaded with recognition of face, gesture recognition Etc. artificial intelligence technology, situation of the existing funduscopy equipment equipped with fixation kit can be changed, intelligent prompt user carries out appearance Gesture is corrected, and these are all more beneficial for building more perfect intelligent medical treatment system.
Embodiment 3
The present embodiment provides a kind of detecting system application method, and the detecting system includes the miniature physical examination described in embodiment 1 Miniature physical examination device described in equipment and embodiment 2, specific method is as follows:
S1, switch on power after, capture the eyeball position of user;
S2, eyeground filming apparatus 6 carry out eyeground and take pictures;
After S3, imaging, eye fundus image of the physical examination device automatically to photographing is detected, is analyzed, is recognized, is classified;
S4, analysis are finished, and final result are sent into display 1, for checking;
As a kind of improved technical scheme:Before the eyeball position for capturing user, start correction module, use Face recognition technology corrects head pose;After the eyeball position for capturing user, body is corrected using gesture recognition techniques Body posture.Current funduscopy equipment when in use, mostly equipped with fixation kit, to the head of regular user, lower jaw Deng, and guidance is used on side special messenger, and the present apparatus is then loaded with the technologies such as recognition of face, gesture recognition, without above-mentioned fixed group Part can be carried out intelligent posture correction, and also more comfortable operating experience is brought to user while reducing human cost.
After the characteristic information identification of eyeground, one group of accurate data of different characteristic is provided, and carry out with the reference value of this feature Compare, the final detailed numerical value that provides according to circumstances sends early warning.Present apparatus inside carries memory mechanism, can be according to user certainly Body needs, and chooses whether to preserve its essential information.If user's selection is preserved, engine can be believed according to user's information architecture Breath tree, after information is stored in into device inside, can back up beyond the clouds, be easy to user to oneself healthy situation persistently with Track, while also can be by the information terminal of expert advice real time propelling movement to user.
The present apparatus is to realize the help to different crowd, being carried using prompting, including text prompt, voice equipped with hommization Show, picture cues etc., practitioner's Site Service of specialty can also be specified, instruct user to pass through prompting, be easily accomplished physical examination.
Embodiment 4
Used as the supplement to embodiment 2 or 3, the method detected to eye fundus image, analyze, recognize, classified is specially;
1. the G channel images for 24 RGB retinal images of rgb format carry out pretreatment separation;Using adaptive Answer histogram equalization to optimize illumination inequality, intensity profile present in image and excessively collect the low problem of neutralization contrast;
2. using Morlet small echos formula to image segmentation, carry out the extraction of vascular skeleton;
3. using tiny blood vessels part in multiple dimensioned Gauss matched filtering optimization image;
4. the binaryzation based on delayed threshold values method carries out binary conversion treatment to the image after Gauss matched filtering, so as to arrange Except most of non-vascular pixel;
5. G passages picture is carried out Gabor wavelet conversion process, because its core is Gaussian function, by adjusting Gauss The parameter of function come approach vessel cross-sections gray-scale intensity be distributed;
6. blood vessel is carried out to pixel using two class svm classifier models and non-vascular is sorted out;
7. the sorted blood vessel coordinate information of Gabor wavelet is used, the blood vessel coordinate extracted with Morlet small echos carries out area Domain compares;
8. with reference to the feature of image type, spy manually is carried out to blood vessel, arch bridge, optic disk, optic cup, macula lutea, blackspot, hickie etc. Levy mark;
9. the feature for mark carries out learning training using deep neural network, and the feature that neutral net is extracted is entered Row svm classifier;
10. the characteristic model based on training, matches incoming eyeground picture;
By the marker characteristic trained, automatic screening and classification are carried out to eyeground picture;
On the basis of wavelet algorithm is separated to blood vessel, optic disk, by deep neural network technology to artery and vein vascular and The eye features such as intersection, arch bridge, macula lutea, blackspot, the hickie of blood vessel are marked learning training, with reference to hypertension, artery sclerosis, The disease image features such as angiemphraxis, diabetes, age-related macular and uvea seepage are compared test such that it is able to quick sieve Choosing has pair eyeground picture that should be understood that characteristics of lesion.
(1) the Morlet small wave converting methods, specially
Wherein * represents conjugation;C ω represent normalization constant;ω represents the small echo to be analyzed;B is displacement vector;θ is rotation Gyration;A is scale factor, and r is wave filter;Wavelet conversion coefficient T ω (b, θ, a) reflect gradation of image distribution curve with it is small The similarity degree of wave train array function, when the local frequencies of image and the close wavelet function frequency of oscillation of corresponding scale, T ω (b, θ, modulus value a) are accordingly larger, and along yardstick direction of principal axis, the position wire definition of wavelet conversion coefficient mould maximum is small " ridge " of wave conversion, by its maximum as the characteristic function value output of current point, has thus obtained the spy of retinal vessel Levy function.
(2) the optical fundus blood vessel optimization based on Gabor wavelet and SVM is extracted and counterpropagation network correction;
Gabor wavelet transformation for mula is:
Wherein,It is Gaussian function, referred to as window function, wherein a>b>0, ga(t-b) it is one " window function " of individual time localization, e is natural Exponents, and wherein parameter b is used to move in parallel window, during to cover whole Domain.
(3) represent feature to carry out the depth nerve net of learning training and Classification and Identification in retina based on eyeground picture Network technology;
Reversely the formula of renewal weight is when its god of net's channels and collaterals is finely tuned:
Wherein, w is weight, and L (w) is the loser after network is once finely tuned, and N is the size for once finely tuning input data, lw (xi) it is the distance between label value and predicted value difference, λ r (w) is weight constant.The solution mode of gradient is to launch L (w) It is that derivation is carried out to W after the function on weight W, weight is updated by gradient and the last linear combination for updating weight V.
Wavelet transformation is the partial transformation of space and frequency, thus information can be effectively extracted from signal, and by stretching The calculation function such as contracting and translation carries out multiple dimensioned refinement analysis to function and signal, and other feature extraction algorithms that compare come Say, the ageing and accuracy of the method is all very outstanding, its extraction to foundation characteristics such as optical fundus blood vessel, optic disks has very much Effect.
Neural network algorithm is the best quasi-mode matching algorithm of classifying quality, and it is carried out by a small amount of mark data Feature extraction, training is finely adjusted to different network layers, and to the polymerization of network characterization come process large data sets point Class and regression problem, the network can select bioengineering network, artificial neural network etc., and more authentic and valid simulation is clinical real Environment is trampled, by the screening to eyeground picture feature, classification, so as to realize the assistant analysis to clinical treatment.
The advantage of the application is concentrated mainly on three below aspect:
First, hommization, visual interactive terminal
Eyeground filming apparatus 6, display device, user can easily be operated by close friend, be rapidly completed fundus photograph Shooting and health examination result display.
This equipment is loaded with image preprocessing function, can in operation improve the identification of picture to be detected;Prompting user Real time correction shoots posture, while the fundus camera of the present apparatus is designed as movable expanding pattern, i.e., it is different according to user Demand and height situation movement fundus camera, are experienced with the shooting being optimal, fast in the case of may be implemented in unmanned guidance The low illumination of speed collection, high-quality, the sample of identification high.
The need for adapt to different crowd, this equipment provides much information service and multiple network output form, both can be with Detailed testing result is checked by display screen, it is also possible to print all data messages, the shapes such as bluetooth, wireless network can also be used Formula is pushed information in the mobile phone terminal equipment of user, and operating in a key can at any time understand the health and fitness information of oneself.
2nd, the identification of various characteristics of image of a small amount of information
A certain item or some position of the current Medical Devices substantially all for human body are checked, so for patient For, checking process is relatively complicated, and waiting time is more long;And used as domestic medicine, portable equipment is also all to be directed to Property, it is impossible to common disease is checked comprehensively.
The present apparatus according to clinical medical theory and practice, with image procossing, artificial intelligence as core technology, by inspection The methods such as survey, identification, data analysis, screening, classification, only extract several important area characteristics such as optical fundus blood vessel, optic disk, macular area According to, the characteristic of eye fundus image can be analyzed, auxiliary user is objective, comprehensively see whether lesion, to one Early detection, diagnosis, treatment and diagnosis and treatment of a little diseases etc. have very important meaning.
3rd, the health service tracking in high in the clouds
The built-in multiple network pattern of this equipment, can be use in the case where user agrees to tracking personal health information Personal health information archives are set up at family, and by high in the clouds aid in treatment, further for user provides more detailed information, than Such as medical suggestion, expert recommend.User can also be pointed out by " memory " of the present apparatus and regular check prompting function Periodically concern personal health condition, allows users to the continuous personal health condition Surveillance of acquisition closely, inexpensive, For user sets up one " mobile Medical record ".
The above, the only present invention preferably specific embodiment, but protection scope of the present invention is not limited thereto, Any one skilled in the art in the technical scope of present disclosure, technology according to the present invention scheme and its Inventive concept is subject to equivalent or change, should all be included within the scope of the present invention.

Claims (10)

1. a kind of miniature check-up equipment, it is characterised in that including:Display, control panel, eyeground filming apparatus, main frame, printing Machine and housing;The display, control panel lower section are provided with eyeground filming apparatus, and the eyeground filming apparatus lower section is provided with master Machine, printer;The main frame is connected with display, control panel, eyeground filming apparatus, printer respectively, the control panel Also it is connected with printer, the eyeground filming apparatus are also connected with display;The display, control panel, eyeground shoot dress Put, main frame, printer are placed in enclosure interior.
2. a kind of miniature check-up equipment according to claim 1, it is characterised in that the said equipment also includes slot machine, is placed in Printer top, is connected with control panel, main frame respectively.
3. a kind of miniature check-up equipment according to claim 1, it is characterised in that be configured with the main frame bluetooth module and Wireless network transmission module.
4. a kind of miniature physical examination device, it is characterised in that including:
Image pre-processing module, by preprocess methods such as noise reduction, filtering, enhancings, the eyeground picture to shooting further is processed;
Eyeground feature detection module, according to the picture after treatment, to provincial characteristics such as the blood vessel in the picture of eyeground, optic disk, macular areas Extracted;
Eyeground feature recognition module, to the feature or characteristic area extracted, carries out abnormal information identification, obtains eye fundus image number It is believed that breath;
Data conversion module, according to the eye fundus image data message for extracting, is converted into Medical result data;
Data categorization module, the Medical result data after conversion are classified.
5. a kind of miniature physical examination device according to claim 4, it is characterised in that said apparatus also include:Data message is deposited Storage module, the fundus photograph that is stored with, eye fundus image data message, Medical result data, classification results, and then set up personal health News file.
6. a kind of miniature physical examination device according to claim 5, it is characterised in that data information memory module preserves information Behind device inside, while backed up beyond the clouds, and by the information terminal of expert advice real time propelling movement to user.
7. a kind of miniature physical examination device according to claim 4, it is characterised in that said apparatus also include:Malfunction monitoring pipe Reason module, device, the status information of device inner module in care testing device;
If device failure in equipment, warning message is sent in time to the terminal of administrative staff;
If device inner module has failure, early warning is sent to the terminal of high in the clouds or administrative staff, while remotely entering to device Row detection and reparation;
The machine if it find that whole detecting system is delayed, then restart.
8. a kind of miniature physical examination device according to claim any one of 4-7, it is characterised in that said apparatus also include, school Positive module, intelligent posture correction is carried out using recognition of face, gesture recognition techniques.
9. a kind of detecting system application method, the detecting system includes above-mentioned miniature check-up equipment and above-mentioned miniature physical examination device, It is characterized in that:
S1, switch on power after, capture the eyeball position of user;
S2, eyeground filming apparatus carry out eyeground and take pictures;
After S3, imaging, eye fundus image of the physical examination device automatically to photographing is detected, analyzed;
S4, analysis are finished, and final result are sent into display, for checking.
10. a kind of detecting system application method according to claim 9, it is characterised in that:Capturing the eyeball of user Before position, start correction module, head pose is corrected using face recognition technology;Capture user eyeball position it Afterwards, body gesture is corrected using gesture recognition techniques.
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