CN107220495A - A kind of health and fitness information analysis system based on medical imaging enhancement - Google Patents

A kind of health and fitness information analysis system based on medical imaging enhancement Download PDF

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CN107220495A
CN107220495A CN201710380751.4A CN201710380751A CN107220495A CN 107220495 A CN107220495 A CN 107220495A CN 201710380751 A CN201710380751 A CN 201710380751A CN 107220495 A CN107220495 A CN 107220495A
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human body
spirogram
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body heat
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不公告发明人
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Shanghai Ran Environmental Protection Technology Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00Image enhancement or restoration
    • G06T5/90Dynamic range modification of images or parts thereof
    • G06T5/92Dynamic range modification of images or parts thereof based on global image properties
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10048Infrared image

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  • General Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
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Abstract

The invention provides a kind of health and fitness information analysis system based on medical imaging enhancement, including user profile input module, medical science infrared thermal imaging module, memory module, infrared image mapping block, health analysis module and statement-of-health generation module, the medical science infrared thermal imaging module is used to be acquired the human body infrared thermal imaging energy diagram of user, obtains Studies of Human Body Heat spirogram;The memory module is used to store Studies of Human Body Heat spirogram;The infrared image mapping block prestores the human body tangent plane picture of standard, for human body tangent plane picture to be mapped the Studies of Human Body Heat spirogram in memory module, obtains partes corporis humani position heat distributed intelligence figure;The health analysis module is used to analyze partes corporis humani position heat distributed intelligence figure, obtains health analysis result;The statement-of-health generation module generates the statement-of-health of user according to health analysis result.The present invention can quickly, accurately and timely allow user to understand the physical condition of oneself.

Description

A kind of health and fitness information analysis system based on medical imaging enhancement
Technical field
The present invention relates to infrared imagery technique field, and in particular to a kind of health and fitness information analysis based on medical imaging enhancement System.
Background technology
When medical personnel are estimated to medical science infrared thermal imaging in the prior art, the inspection of infrared thermography is very relied on Result is surveyed, but due to the difference of infrared thermography used, the diagnostic result that usual medical personnel provide also is not quite similar, and Existing infrared thermography is not often handled gained image, for fine distinction, by the meat of medical personnel Eye tends not to make accurate judgement, causes arrive the healthy situation of user currently and accurately reflects, reduces medical care The operating efficiency of personnel.
The content of the invention
In view of the above-mentioned problems, a kind of the present invention is intended to provide health and fitness information analysis system based on medical imaging enhancement.
The purpose of the present invention is realized using following technical scheme:
A kind of health and fitness information analysis system based on medical imaging enhancement, including user profile input module, medical science are infrared Thermal imaging module, memory module, infrared image mapping block, health analysis module and statement-of-health generation module, the medical science Infrared thermal imaging module is used to be acquired the human body infrared thermal imaging energy diagram of user, obtains Studies of Human Body Heat spirogram;It is described to deposit Storage module is used to store Studies of Human Body Heat spirogram;The infrared image mapping block prestores the human body tangent plane picture of standard, For human body tangent plane picture to be mapped the Studies of Human Body Heat spirogram in memory module, partes corporis humani's position heat distributed intelligence is obtained Figure;The health analysis module is used to analyze partes corporis humani position heat distributed intelligence figure, obtains health analysis knot Really;The statement-of-health generation module generates the statement-of-health of user according to health analysis result.
Beneficial effects of the present invention are:The present invention can quickly, accurately and timely allow user to the physical condition of oneself Understood, while when medical personnel use it for detecting the health states of patient, improving medical personnel's Operating efficiency.
Brief description of the drawings
Using accompanying drawing, the invention will be further described, but the embodiment in accompanying drawing does not constitute any limit to the present invention System, for one of ordinary skill in the art, on the premise of not paying creative work, can also be obtained according to the following drawings Other accompanying drawings.
Fig. 1 is the frame construction drawing of the present invention;
Fig. 2 is the frame construction drawing of the medical science infrared thermal imaging module of the present invention.
Reference:
It is user profile input module 1, medical science infrared thermal imaging module 2, memory module 3, infrared image mapping block 4, strong Health analysis module 5, statement-of-health generation module 6, infrared thermal imaging collector 21, thermal-induced imagery processor 22, image are located in advance Manage unit 221, picture structure processing unit 222 and image composing unit 223.
Embodiment
With reference to following application scenarios, the invention will be further described.
Referring to Fig. 1, including user profile input module 1, medical science infrared thermal imaging module 2, memory module 3, infrared image Mapping block 4, health analysis module 5 and statement-of-health generation module 6, the medical science infrared thermal imaging module 1 and the storage Module 3 connects for wireless network, is acquired for the human body infrared thermal imaging energy diagram to user, obtains Studies of Human Body Heat spirogram; The memory module 3 is that cable network is connected with the infrared image mapping block 4, for being stored to Studies of Human Body Heat spirogram; The infrared image mapping block 4 is that cable network is connected with the health analysis module 5, the infrared image mapping block 4 In prestore the human body tangent plane picture of standard, for human body tangent plane picture to be reflected to the Studies of Human Body Heat spirogram in memory module Penetrate, obtain partes corporis humani position heat distributed intelligence figure;The health analysis module 5 is to have with the statement-of-health generation module 6 Line network connection, for analyzing partes corporis humani position heat distributed intelligence figure, obtains health analysis result;It is described strong Health report generation module 6 generates the statement-of-health of user according to health analysis result.
Preferably, the information of the user profile input module input includes address name, sex, age, height and body Weight.
Preferably, the user health report content of the statement-of-health generation module generation includes physique assessment result and controlled Treat or take good care of suggestion.
The above embodiment of the present invention, can quickly, accurately and timely allow user to carry out the physical condition of oneself Solution, while when medical personnel use it for detecting the health states of patient, improving the work effect of medical personnel Rate.
Preferably, as shown in Fig. 2 the medical science infrared thermal imaging module includes infrared thermal imaging collector and infrared chart As processor, the medical science infrared thermal imaging module includes infrared thermal imaging collector and thermal-induced imagery processor, described red Outer thermal imaging collector is un-cooled FPA array type infrared thermography, the human body infrared thermal imaging energy for gathering user Spirogram, obtains initial Studies of Human Body Heat spirogram;
The thermal-induced imagery processor is connected with the infrared thermal imaging collector cable network, the thermal-induced imagery Processor includes image pre-processing unit, picture structure processing unit and image composing unit, for initial Studies of Human Body Heat spirogram As carrying out enhancing processing, Studies of Human Body Heat spirogram is obtained;
Described image pretreatment unit is compressed to initial Studies of Human Body Heat spirogram first, then eliminates initial Studies of Human Body Heat spirogram Middle brightness change, be specially:
(1) initial Studies of Human Body Heat spirogram compression is realized using self-defined compression function, improves initial Studies of Human Body Heat spirogram locally right Than degree, it is specially:
In formula,The brightness value of denotation coordination position (j, k) x-th of color spectral coverage, l-th of yardstick, tansig (i) For non-linear S-shaped transfer function, i is the variable of non-linear S-shaped transfer function, Wx(j, k) is x-th of face of coordinate position (j, k) The pixel value of the initial Studies of Human Body Heat spirogram of chromatogram section, * represents convolution algorithm, and φ (j, k) is that, around function, j and k are represented just respectively Beginning Studies of Human Body Heat spirogram abscissa value and ordinate value;
(2) brightness value of the adjacent pixel of each pixel of the initial Studies of Human Body Heat spirogram after overcompression is entered Row weighted average eliminates illumination change, is specially:
In formula, TxThe brightness value of x-th of the color spectral coverage in (j, k) denotation coordination position (j, k), γlFor initial Studies of Human Body Heat spirogram The corresponding weighted value of l-th of yardstick yardstick, and weighted value meets normalizing conditionL is yardstick number, is set as 3。
The above embodiment of the present invention, is compressed using self-defined compression function to initial Studies of Human Body Heat spirogram, using non- Linear S-shaped transfer function combined with logarithmic function can greatly improve image pre-processing unit to initial Studies of Human Body Heat spirogram pressure Contracting ability, and ensure the initial Studies of Human Body Heat spirogram after being compressed with having no larger difference before compression, it is to avoid initial Studies of Human Body Heat The local color distortion of spirogram causes the physical condition error in judgement to user.
Preferably, described image structure processing section carries out straight to the gray level of pretreated initial Studies of Human Body Heat spirogram Side's figure construction, and the gray level sum in the maximum gray scale in histogram and histogram not for 0 is filtered out, become using gray level The gray level for changing the initial Studies of Human Body Heat spirogram of function pair carries out conversion process, is contrasted with the global structure for strengthening initial Studies of Human Body Heat spirogram Degree, it is ensured that the integrity degree of information in initial Studies of Human Body Heat spirogram, be specially
M (1)=1
In formula, M (x) is the gray level of x-th of color spectral coverage, βxThe probability occurred for x-th of color spectral coverage, G (x) is ash Level transforming function transformation function is spent, INT () is bracket function, DmaxFor maximum gray scale in the histogram of initial Studies of Human Body Heat spirogram gray level, DsumBe not in histogram for initial Studies of Human Body Heat spirogram gray level 0 gray level sum.
The above embodiment of the present invention, is entered by constructing the method for histogram and gray scale transformation to initial Studies of Human Body Heat spirogram The integrally-built enhancing of row, stretches the contrast of initial Studies of Human Body Heat spirogram, is conducive to health analysis module according to Studies of Human Body Heat spirogram More fast and accurately analysis can be made when being analyzed to judge, while initial Studies of Human Body Heat spirogram being smoothed of details is avoided, It ensure that initial human heat schemes original gray level resolution.
Preferably, described image synthesis unit carries out details enhancing to initial Studies of Human Body Heat spirogram first, then carries out image Synthesis, obtains Studies of Human Body Heat spirogram, is specially:
(1) according to the change speed or the abundant degree of details of initial Studies of Human Body Heat spirogram brightness, by the initial Studies of Human Body Heat of a width Spirogram is divided into details area, high-contrast edges regional peace skating area domain, to realize that significantly the initial Studies of Human Body Heat spirogram of gain is thin Region is saved, smaller the edge in gain high-contrast area peaceful skating area domain, gain function is changed to first using Custom Space Beginning Studies of Human Body Heat spirogram details is handled, the Custom Space that uses change gain function for:
In formula,For the spatial variations gain function of x-th of color spectral coverage, Tx' (j, k) is coordinate position (j, k) x-th Value after the brightness normalization of color spectral coverage, by Tx(j, k) phenogram is as the size of contrast on border, Tx(j, k) denotation coordination position The brightness value of (j, k) x-th of color spectral coverage is put, j and k represent initial Studies of Human Body Heat spirogram abscissa value and ordinate value respectively;
(2) the initial Studies of Human Body Heat spirogram after the processing of infrared image structure processing section is handled by details enhancing in advance Initial Studies of Human Body Heat spirogram afterwards is synthesized, and obtains Studies of Human Body Heat spirogram.
The above embodiment of the present invention, carry out of the Custom Space change gain function to initial Studies of Human Body Heat spirogram of use is thin Save enhancing processing, it is to avoid the image detail being likely to result in when image pre-processing unit is with picture structure processing unit is smooth Change, it is ensured that Studies of Human Body Heat spirogram has good architectural feature while also possessing good minutia, and divide the image into thin Region, high-contrast edges regional peace skating area domain are saved, and carries out different disposal, is conducive to the suppression to noise.
Finally it should be noted that the above embodiments are merely illustrative of the technical solutions of the present invention, rather than to present invention guarantor The limitation of scope is protected, although being explained with reference to preferred embodiment to the present invention, one of ordinary skill in the art should Work as understanding, technical scheme can be modified or equivalent substitution, without departing from the reality of technical solution of the present invention Matter and scope.

Claims (6)

1. a kind of health and fitness information analysis system based on medical imaging enhancement, it is characterized in that, including user profile input module, doctor Learn infrared thermal imaging module, memory module, infrared image mapping block, health analysis module and statement-of-health generation module, institute Stating medical science infrared thermal imaging module is used to be acquired the human body infrared thermal imaging energy diagram of user, obtains Studies of Human Body Heat spirogram; The memory module is used to store Studies of Human Body Heat spirogram;The infrared image mapping block prestores the human body tangent plane of standard Image, for human body tangent plane picture to be mapped the Studies of Human Body Heat spirogram in memory module, obtains partes corporis humani position heat point Cloth hum pattern;The health analysis module is used to analyze partes corporis humani position heat distributed intelligence figure, obtains health Analysis result;The statement-of-health generation module generates the statement-of-health of user according to health analysis result.
2. a kind of health and fitness information analysis system based on medical imaging enhancement according to claim 1, it is characterized in that, it is described The information of user profile input module input includes address name, sex, age, height and body weight.
3. a kind of health and fitness information analysis system based on medical imaging enhancement according to claim 1, it is characterized in that, it is described The user health report content of statement-of-health generation module generation includes physique assessment result and treatment or takes good care of suggestion.
4. a kind of health and fitness information analysis system based on medical imaging enhancement according to claim 3, it is characterized in that, it is described Medical science infrared thermal imaging module includes infrared thermal imaging collector and thermal-induced imagery processor, the infrared thermal imaging collector For un-cooled FPA array type infrared thermography, the human body infrared thermal imaging energy diagram for gathering user obtains initial Studies of Human Body Heat spirogram;
The thermal-induced imagery processor is connected with the infrared thermal imaging collector cable network, the thermal-induced imagery processing Device includes image pre-processing unit, picture structure processing unit and image composing unit, for entering to initial human heat's image Row enhancing is handled, and obtains Studies of Human Body Heat spirogram;
Described image pretreatment unit is compressed to initial Studies of Human Body Heat spirogram first, then eliminates bright in initial Studies of Human Body Heat spirogram Degree change, be specially:
(1) initial Studies of Human Body Heat spirogram compression is realized using self-defined compression function, improves initial Studies of Human Body Heat spirogram local contrast, Specially:
<mrow> <msub> <mi>T</mi> <msub> <mi>l</mi> <mi>x</mi> </msub> </msub> <mrow> <mo>(</mo> <mi>j</mi> <mo>,</mo> <mi>k</mi> <mo>)</mo> </mrow> <mo>=</mo> <mi>tan</mi> <mi>s</mi> <mi>i</mi> <mi>g</mi> <mo>&amp;lsqb;</mo> <mfrac> <mrow> <msub> <mi>W</mi> <mi>x</mi> </msub> <mrow> <mo>(</mo> <mi>j</mi> <mo>,</mo> <mi>k</mi> <mo>)</mo> </mrow> </mrow> <mrow> <mi>&amp;phi;</mi> <mrow> <mo>(</mo> <mi>j</mi> <mo>,</mo> <mi>k</mi> <mo>)</mo> </mrow> <mo>*</mo> <msub> <mi>W</mi> <mi>x</mi> </msub> <mrow> <mo>(</mo> <mi>j</mi> <mo>,</mo> <mi>k</mi> <mo>)</mo> </mrow> </mrow> </mfrac> <mo>&amp;rsqb;</mo> <mo>+</mo> <mfrac> <mn>1</mn> <mn>2</mn> </mfrac> <msub> <mi>log</mi> <mn>2</mn> </msub> <mfrac> <mn>1</mn> <mrow> <mi>&amp;phi;</mi> <mrow> <mo>(</mo> <mi>j</mi> <mo>,</mo> <mi>k</mi> <mo>)</mo> </mrow> <mo>*</mo> <msub> <mi>W</mi> <mi>x</mi> </msub> <mrow> <mo>(</mo> <mi>j</mi> <mo>,</mo> <mi>k</mi> <mo>)</mo> </mrow> </mrow> </mfrac> </mrow>
<mrow> <mi>&amp;phi;</mi> <mrow> <mo>(</mo> <mi>j</mi> <mo>,</mo> <mi>k</mi> <mo>)</mo> </mrow> <mo>=</mo> <mfenced open = "{" close = ""> <mtable> <mtr> <mtd> <mi>j</mi> </mtd> <mtd> <mrow> <mi>j</mi> <mo>&amp;le;</mo> <mn>1</mn> </mrow> </mtd> </mtr> <mtr> <mtd> <mrow> <mn>1</mn> <mo>+</mo> <mi>l</mi> <mi>n</mi> <mrow> <mo>(</mo> <mi>j</mi> <mo>)</mo> </mrow> </mrow> </mtd> <mtd> <mrow> <mi>j</mi> <mo>&gt;</mo> <mn>1</mn> </mrow> </mtd> </mtr> </mtable> </mfenced> </mrow>
<mrow> <mi>tan</mi> <mi>s</mi> <mi>i</mi> <mi>g</mi> <mrow> <mo>(</mo> <mi>i</mi> <mo>)</mo> </mrow> <mo>=</mo> <mfrac> <mn>2</mn> <mrow> <mn>1</mn> <mo>+</mo> <mi>exp</mi> <mrow> <mo>(</mo> <mo>-</mo> <mn>2</mn> <mi>i</mi> <mo>)</mo> </mrow> </mrow> </mfrac> <mo>-</mo> <mn>1</mn> </mrow>
In formula,The brightness value of denotation coordination position (j, k) x-th of color spectral coverage, l-th of yardstick, tansig (i) is non- Linear S-shaped transfer function, i is the variable of non-linear S-shaped transfer function, Wx(j, k) is x-th of color spectrum of coordinate position (j, k) The pixel value of the initial Studies of Human Body Heat spirogram of section, * represents convolution algorithm, and φ (j, k) is that j and k represent initial people respectively around function Body heat spirogram abscissa value and ordinate value;
(2) brightness value of the adjacent pixel of each pixel of the initial Studies of Human Body Heat spirogram after overcompression is added Weight average eliminates illumination change, is specially:
<mrow> <msub> <mi>T</mi> <mi>x</mi> </msub> <mrow> <mo>(</mo> <mi>j</mi> <mo>,</mo> <mi>k</mi> <mo>)</mo> </mrow> <mo>=</mo> <munderover> <mo>&amp;Sigma;</mo> <mrow> <mi>l</mi> <mo>=</mo> <mn>1</mn> </mrow> <mi>L</mi> </munderover> <msub> <mi>&amp;gamma;</mi> <mi>l</mi> </msub> <msub> <mi>T</mi> <msub> <mi>l</mi> <mi>x</mi> </msub> </msub> <mrow> <mo>(</mo> <mi>j</mi> <mo>,</mo> <mi>k</mi> <mo>)</mo> </mrow> </mrow>
In formula, TxThe brightness value of x-th of the color spectral coverage in (j, k) denotation coordination position (j, k), γlFor initial Studies of Human Body Heat spirogram l The corresponding weighted value of individual yardstick yardstick, and weighted value meets normalizing conditionL is yardstick number.
5. a kind of health and fitness information analysis system based on medical imaging enhancement according to claim 4, it is characterized in that, it is described Picture structure processing unit enters column hisgram construction to the gray level of pretreated initial Studies of Human Body Heat spirogram, and filters out Nogata Gray level sum in maximum gray scale and histogram in figure not for 0, using the initial human heat of gray scale transformation function pair The gray level of figure carries out conversion process, to strengthen the global structure contrast of initial Studies of Human Body Heat spirogram, it is ensured that initial human heat The integrity degree of information in figure, be specially
M (1)=1
<mrow> <mi>M</mi> <mrow> <mo>(</mo> <mi>x</mi> <mo>)</mo> </mrow> <mo>=</mo> <mfenced open = "{" close = ""> <mtable> <mtr> <mtd> <mrow> <mi>M</mi> <mrow> <mo>(</mo> <mi>x</mi> <mo>-</mo> <mn>1</mn> <mo>)</mo> </mrow> <mo>+</mo> <mn>1</mn> </mrow> </mtd> <mtd> <mrow> <msub> <mi>&amp;beta;</mi> <mi>x</mi> </msub> <mo>&amp;NotEqual;</mo> <mn>0</mn> </mrow> </mtd> </mtr> <mtr> <mtd> <mrow> <mi>M</mi> <mrow> <mo>(</mo> <mi>x</mi> <mo>-</mo> <mn>1</mn> <mo>)</mo> </mrow> </mrow> </mtd> <mtd> <mrow> <msub> <mi>&amp;beta;</mi> <mi>x</mi> </msub> <mo>=</mo> <mn>0</mn> </mrow> </mtd> </mtr> </mtable> </mfenced> </mrow>
<mrow> <mi>G</mi> <mrow> <mo>(</mo> <mi>x</mi> <mo>)</mo> </mrow> <mo>=</mo> <mi>I</mi> <mi>N</mi> <mi>T</mi> <mo>&amp;lsqb;</mo> <mi>M</mi> <mrow> <mo>(</mo> <mi>x</mi> <mo>)</mo> </mrow> <mfrac> <msub> <mi>D</mi> <mrow> <mi>m</mi> <mi>a</mi> <mi>x</mi> </mrow> </msub> <msub> <mi>D</mi> <mrow> <mi>s</mi> <mi>u</mi> <mi>m</mi> </mrow> </msub> </mfrac> <mo>-</mo> <mi>M</mi> <mrow> <mo>(</mo> <mi>x</mi> <mo>-</mo> <mn>1</mn> <mo>)</mo> </mrow> <msqrt> <mfrac> <mn>1</mn> <msub> <mi>D</mi> <mrow> <mi>m</mi> <mi>a</mi> <mi>x</mi> </mrow> </msub> </mfrac> </msqrt> <mo>&amp;rsqb;</mo> </mrow>
In formula, M (x) is the gray level of x-th of color spectral coverage, βxThe probability occurred for x-th of color spectral coverage, G (x) is gray level Transforming function transformation function, INT () is bracket function, DmaxFor maximum gray scale, Ds in the histogram of initial Studies of Human Body Heat spirogram gray levelum Be not in histogram for initial Studies of Human Body Heat spirogram gray level 0 gray level sum.
6. a kind of health and fitness information analysis system based on medical imaging enhancement according to claim 5, it is characterized in that, it is described Image composing unit carries out details enhancing to initial Studies of Human Body Heat spirogram first, then carries out image synthesis, obtains Studies of Human Body Heat spirogram, Specially:
(1) according to the change speed or the abundant degree of details of initial Studies of Human Body Heat spirogram brightness, piece image is divided into detail areas Domain, high-contrast edges regional peace skating area domain, to realize the significantly initial Studies of Human Body Heat spirogram details area of gain, increase smaller The edge of beneficial high-contrast area and smooth region, gain function is changed to initial Studies of Human Body Heat spirogram details using Custom Space Handled, the Custom Space that uses change gain function for:
In formula,For the spatial variations gain function of x-th of color spectral coverage, Tx' (j, k) is x-th of color of coordinate position (j, k) Value after the brightness normalization of spectral coverage, by Tx(j, k) phenogram is as the size of contrast on border, Tx(j, k) denotation coordination position The brightness value of (j, k) x-th of color spectral coverage, j and k represent initial Studies of Human Body Heat spirogram abscissa value and ordinate value respectively;
(2) it is the initial Studies of Human Body Heat spirogram after the processing of infrared image structure processing section is pre- after details enhancing processing Initial Studies of Human Body Heat spirogram is synthesized, and obtains Studies of Human Body Heat spirogram.
CN201710380751.4A 2017-05-25 2017-05-25 A kind of health and fitness information analysis system based on medical imaging enhancement Withdrawn CN107220495A (en)

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Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107195021A (en) * 2017-05-25 2017-09-22 深圳市创艺工业技术有限公司 The drive recorder of haze interference
CN112348801A (en) * 2020-11-13 2021-02-09 上海优加利健康管理有限公司 Infrared thermal imaging analysis method, equipment and system
CN114496217A (en) * 2022-01-07 2022-05-13 珠海格力电器股份有限公司 Health detection method, device, equipment and medium
CN115190538A (en) * 2022-09-09 2022-10-14 朔至美(南通)科技有限公司 Health data transmission system and method based on wireless communication technology

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107195021A (en) * 2017-05-25 2017-09-22 深圳市创艺工业技术有限公司 The drive recorder of haze interference
CN112348801A (en) * 2020-11-13 2021-02-09 上海优加利健康管理有限公司 Infrared thermal imaging analysis method, equipment and system
CN114496217A (en) * 2022-01-07 2022-05-13 珠海格力电器股份有限公司 Health detection method, device, equipment and medium
CN115190538A (en) * 2022-09-09 2022-10-14 朔至美(南通)科技有限公司 Health data transmission system and method based on wireless communication technology

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