WO2020121602A1 - Skin management system and program - Google Patents

Skin management system and program Download PDF

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Publication number
WO2020121602A1
WO2020121602A1 PCT/JP2019/033253 JP2019033253W WO2020121602A1 WO 2020121602 A1 WO2020121602 A1 WO 2020121602A1 JP 2019033253 W JP2019033253 W JP 2019033253W WO 2020121602 A1 WO2020121602 A1 WO 2020121602A1
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WIPO (PCT)
Prior art keywords
information
user
skin
evaluation
health management
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PCT/JP2019/033253
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French (fr)
Japanese (ja)
Inventor
真平 加藤
琢 友成
漱哉 田中
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株式会社FiNC Technologies
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Publication of WO2020121602A1 publication Critical patent/WO2020121602A1/en

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    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H20/00ICT specially adapted for therapies or health-improving plans, e.g. for handling prescriptions, for steering therapy or for monitoring patient compliance

Definitions

  • the present invention relates to a skin management system and program.
  • Patent Document 1 discloses a technique for evaluating the gloss and the like of a user's skin.
  • the present invention has been made in view of such a background, and an object thereof is to provide appropriate skin care information to a user.
  • a main invention of the present invention for solving the above-mentioned problems is an acquisition unit that acquires health management information of a user, an evaluation unit that evaluates the skin of the user according to a face image transmitted from the user, and A providing unit that provides skin care information to the user based on the evaluation and the acquired health management information.
  • appropriate skin care information can be provided to the user.
  • FIG. 1 is a diagram showing an example of whole composition of a skin management system concerning one embodiment of the present invention. It is a figure which shows the hardware structural example of the management server 1.
  • 3 is a diagram showing a software configuration example of a management server 1.
  • FIG. It is a figure which shows the structural example of health management information. It is a figure which shows the structural example of skin care information. It is a figure which shows the structural example of evaluation history information. It is a figure explaining the process performed by the management server 1. It is a figure which shows the example of a screen displayed in the user terminal 2.
  • a skin management system and a program according to one embodiment of the present invention have the following configurations.
  • the evaluation unit evaluates the skin of the user according to the acquired health management information, Item 2.
  • the health management information includes any item of genetic information, blood information, weight information, sleep information, physiological information, heartbeat information, step count information, and diet information,
  • the providing unit provides the skin care information based on one or more items included in the health management information, Item 2.
  • the skin management system according to Item 2 which is characterized in that [Item 4]
  • the skin care information includes content related to recommended actions for the user, Item 3.
  • the providing unit changes the provided skin care information based on the comparison result of the evaluation and the evaluation performed in the past and the skin care information provided in the past, Item 5.
  • FIG. 1 is a diagram showing an example of the overall configuration of a skin management system according to an embodiment of the present invention.
  • the skin management system of this embodiment includes a management server 1.
  • the management server 1 is communicably connected to one or more user terminals 2 via a communication network 3.
  • the communication network 3 is, for example, the Internet, and is constructed by a public telephone line network, a mobile telephone line network, a wireless communication path, Ethernet (registered trademark), or the like.
  • the skin management system of the present embodiment is intended to provide the user with skin evaluation information (evaluation score of each evaluation item and score of the entire skin) and skin care information.
  • the skin management system of this embodiment evaluates the user's skin based on the user's face image.
  • the skin management system of the present embodiment provides skin care information based on skin evaluation and health management information (information related to living body and behavior).
  • the management server 1 is a computer that provides skin care information to users.
  • the management server 1 is, for example, a personal computer, a workstation, or a virtual computer based on cloud computing. After receiving the face image of the user from the user terminal 2, the management server 1 transmits the skin evaluation information and the skin care information to the user terminal 2.
  • the management server 1 is supposed to execute these functions as a so-called Web application.
  • the user terminal 2 is a computer operated by the user, such as a mobile phone, a smartphone, a tablet computer, or a personal computer.
  • the user terminal 2 is capable of cooperating with the wearable device, and transmits the biological condition of the user measured by the wearable device to the management server 1 in response to a request from the management server 1 or a user operation.
  • the user terminal 2 can also accept input of biometric information and behavior information of the user, and can send the input information to the management server 1. Then, the user terminal 2 transmits the face image of the user to the management server 1 based on the input operation by the user, and displays the skin evaluation information and the skin care information responding to the face image.
  • FIG. 2 is a diagram showing a hardware configuration example of the management server 1.
  • the management server 1 includes at least a control unit 10, a memory 11, a storage 12, a transmission/reception unit 13, an input/output unit 14, and the like, which are electrically connected to each other via a bus 15.
  • the control unit 10 is an arithmetic device that controls the overall operation of the management server 1, controls the transmission and reception of data between the respective elements, and executes information processing necessary for execution of applications and authentication processing.
  • the control unit 10 is a CPU (Central Processing Unit) and executes a program or the like stored in the storage 12 and expanded in the memory 11 to perform each information processing.
  • CPU Central Processing Unit
  • the memory 11 includes a main memory configured by a volatile storage device such as a DRAM (Dynamic Random Access Memory) and an auxiliary storage configured by a non-volatile storage device such as a flash memory or an HDD (Hard Disc Drive). ..
  • the memory 11 is used as a work area or the like of the processor 10, and also stores a BIOS (Basic Input/Output System) executed when the management server 1 is started, and various setting information.
  • the storage 12 stores various programs such as application programs.
  • a database (not shown) that stores data used for each process may be built in the storage 12.
  • the transmission/reception unit 13 connects the management server 1 to the communication network 3.
  • the transmission/reception unit 13 may include a short-range communication interface such as Bluetooth (registered trademark) or Wi-Fi (registered trademark).
  • the input/output unit 14 is an information input device such as a keyboard and a mouse, and an output device such as a display.
  • the bus 15 is commonly connected to each of the above elements and transmits, for example, an address signal, a data signal, and various control signals.
  • FIG. 3 is a diagram showing a software configuration example of the management server 1.
  • the management server 1 includes an acquisition unit 111, an evaluation unit 112, a provision unit 113, a health management information storage unit 151, a skin care information storage unit 152, and an evaluation history information storage unit 153.
  • the acquisition unit 111, the evaluation unit 112, and the provision unit 113 are realized by the control unit 10 included in the management server 1 reading the program stored in the storage 12 into the memory 11 and executing the program. Further, the health management information storage unit 151, the skin care information storage unit 152, and the evaluation history information storage unit 153 are realized as a part of the storage area provided by at least one of the memory 11 and the storage 12.
  • the health management information storage unit 151 stores information on health management of each user (hereinafter referred to as health management information).
  • FIG. 4 is a diagram showing a configuration example of health management information.
  • the health management information is composed of biometric information and behavior information.
  • the biometric information consists of basic biometric information and biometric log information.
  • the basic biometric information is composed of items (health management items) such as physiological information of the user, genetic information, blood information, and medical examination information (height information, weight information, and BMI information).
  • Information for example, the physiological information includes information (attribute) regarding the number of days from the start of menstruation of the user.
  • the genetic information includes a risk type (attribute) relating to obesity detected by the genetic test of the user.
  • the biometric log information is composed of sleep information, heartbeat and pulse information, blood pressure information, and items (health management items) such as the number of steps and activity information, and is information that records the biometric condition of the user and its changes.
  • the sleep information includes information about the ratio of REM sleep and non-REM sleep of the user and the sleep time per day (average of one day).
  • the basic biometric information and the biometric log information are the information measured by the wearable device that cooperates with the user terminal 2, the information input by the user, and the information measured by the physical examination, the genetic test, and the like.
  • the biometric information may include results (history) measured in the past.
  • the behavior information is composed of items (health management items) such as exercise information and diet information.
  • the exercise information includes information (attribute) about the amount of exercise (calorie consumption) per day of the user.
  • the meal information includes information (attribute) about the intake ratio of the protein, fat, and carbohydrate that the user is ingesting per day.
  • the action information includes wearable devices or other devices (moisture in skin/oil content/skin condition/texture/pores/spots/skin tone/wrinkles/dullness/elasticity/skin age etc.) that cooperate with the user terminal 2 Is information measured by a measuring/analyzing instrument, etc. capable of measuring the value or information input by the user.
  • the action information may include results (history) measured in the past.
  • the behavior information is information about the behavior of the user in daily life collected by the user terminal 2, and includes text data and image data indicating the content of meals received by the management server 1 from the user terminal 2, and the accompanying data.
  • the time stamp includes the meal time, or is obtained from the position information at that time obtained from GPS data recorded in the user terminal 2, the position information measured at a certain time point, and the position information measured at the next time point.
  • Information such as movement information can be included, and information such as the time of login to the service provided by the management server 1 and the login frequency within a certain period (one day, week, month, or the like) can be included.
  • the behavior information can include an access history of login obtained from the user terminal 2 or the information site of the login destination and a purchase history of the user purchasing healthy food such as supplements, health appliances, cosmetics, and the like.
  • the action information may include login information and logout information on the user terminal 2 that informs selection or completion of a task on an application for health management such as diet.
  • Weather information weather information, regional differences (place of origin, environment of residence, latitude longitude UV)
  • Race Skin color (because the nature of the skin varies depending on the race)
  • health management items used for providing skin care information genetic information, blood information, weight information, sleep information, physiological information, heartbeat information, step information, and meals. It is preferable to use any item of information.
  • the skin care information storage unit 152 stores information about skin care provided to the user (hereinafter referred to as skin care information).
  • FIG. 5 is a diagram showing a configuration example of skin care information.
  • the skin care information is composed of solution information, health management solution information, and evaluation solution information.
  • the -Solution information contains multiple solutions to recommend to users. These solutions include content, cosmetics, food, beverages, supplements, and more. The contents include actions recommended for the user (gymnastics, massage, stretching, etc.), articles and videos relating to cooking recipes, and the like.
  • the health management solution information includes one or more solutions and their recommendation levels in association with the attributes (numerical value, type, etc.) of each health management item.
  • the evaluation solution information includes one or a plurality of solutions and their recommendation degrees in association with the evaluation score (numerical value range) of each evaluation item.
  • the recommendation level of the solution indicates the degree to which the solution is recommended for the attribute of the corresponding health care item or the evaluation score of the evaluation item, and one or more solutions (skin care information) to be provided to the user are specified.
  • the evaluation history information storage unit 153 stores information regarding the evaluation history of each user (hereinafter referred to as evaluation history information).
  • FIG. 6 is a diagram showing a configuration example of the evaluation history information.
  • the evaluation history information includes a score value of the entire skin at that time, and one or more pieces of skin care information provided at that time in association with the date when the user evaluated the skin in the past. Be done.
  • evaluation history information may include the evaluation score of each evaluation item in the past.
  • the acquisition unit 111 acquires user health management information.
  • the acquisition unit 111 acquires the attributes of each health management item stored in the health management information storage unit 151.
  • the evaluation unit 112 evaluates the user's skin according to the user's face image and health management information.
  • the evaluation unit 112 divides the evaluation score (numerical value) into each evaluation item according to the face image of the user transmitted from the user terminal 2 and the attribute (health management information) of each health management item of the user. To decide.
  • the evaluation unit 112 calculates an evaluation score for each evaluation item such as skin texture, transparency, sebum, moisture, and firmness based on various image processing for binarizing or grayscaleing the transmitted face image. ..
  • the evaluation unit 112 calculates the area of the portion determined to be glossy from the binarized image of the face image, and calculates the evaluation score of transparency.
  • the evaluation unit 112 adjusts the calculated evaluation score according to the attribute (health management information) of each health management item of the user. For example, when the user's exercise information (calorie consumption) is higher than the average, the evaluation unit 112 predicts that “metabolic is good” and adjusts the evaluation score to be higher, or when the weight is lower than before. They predict that they are eating a healthy diet and exercising and are living a regular life, and make adjustments to raise the evaluation score.
  • the attribute health management information of each health management item of the user. For example, when the user's exercise information (calorie consumption) is higher than the average, the evaluation unit 112 predicts that “metabolic is good” and adjusts the evaluation score to be higher, or when the weight is lower than before. They predict that they are eating a healthy diet and exercising and are living a regular life, and make adjustments to raise the evaluation score.
  • the providing unit 113 provides skin care information (solution) to the user.
  • the providing unit 113 provides skin care information based on the user's skin evaluation information (evaluation score of each evaluation item) and the user's health management information (attribute of each health management item).
  • the providing unit 113 calculates the recommended total value of the solution based on one or more items included in the health management information, and provides the user with the skin care information having a high recommended total value.
  • the providing unit 113 changes (replaces) the provided skin care information based on the comparison result of the evaluation by the evaluation unit 112 and the evaluation performed in the past and the skin care information provided in the past.
  • FIG. 7 is a diagram illustrating the processing executed by the management server 1. This process is started, for example, when the user captures his/her face image at the user terminal 2 and sends it to the management server 1. Further, FIG. 8 is a diagram showing an example of a screen displayed on the user terminal 2.
  • the acquisition unit 111 acquires some or all of the attributes (health management information) of each health management item of the user included in the health management information storage unit 151 (S201). If there is an attribute (information) that is not stored in the health management information storage unit 151, or if the attribute is old information that has passed a certain period of time, the acquisition unit 111 requests the user terminal 2 for the attribute. It may be acquired.
  • the evaluation unit 112 evaluates the user's skin according to the face image transmitted from the user and the attributes (health management information) of each health management item of the user acquired in step S201 (S202).
  • the evaluation unit 112 performs various types of image processing on the face image, and evaluates the evaluation score numerically in the range of 1 to 100 for each evaluation item such as skin texture, transparency, sebum, water, and firmness. After calculating, the calculated evaluation score is adjusted according to the attribute of each health management item of the user. Then, the evaluation unit 112 obtains the score (skin score) of the user's entire skin from the evaluation score of each evaluation item (for example, the average value of each evaluation score).
  • the providing unit 113 refers to the health management solution information in the skin care information storage unit 152, and based on the attribute (health management information) of each health management item of the user acquired in step S201, determines the recommended degree of each solution.
  • the sum is calculated (S203). That is, the providing unit 113 calculates the recommendation degrees of all solutions based on one or more items (health management items) included in the acquired health management information. For example, when the attribute of the physiological information of the user is “3rd day of menstruation start”, the providing unit 113 adds 10 to the recommendation level of “XX massage” that is the corresponding solution (see FIG. 5 ). Similarly, for example, when the attribute of the gene information of the user is “sugar risk type”, the providing unit 113 adds 5 to the recommendation degree of the corresponding solution “XX supplement”.
  • the providing unit 113 refers to the evaluation solution information in the skin care information storage unit 152, and obtains the sum of recommendation levels of each solution based on the evaluation score of each evaluation item of the user evaluated in step S202 (S204). .. That is, the providing unit 113 calculates the recommendation degrees of all solutions based on one or more evaluation items. For example, when the texture evaluation score is “70”, the providing unit 113 adds 10 to the recommendation level of the corresponding solution “ ⁇ lotion” and adds 4 to the recommendation level of “XX massage”. Is added (see FIG. 5). Similarly, the providing unit 113, for example, when the evaluation score of transparency is “80”, adds 5 to the recommendation degree of the corresponding solution “ ⁇ supplement”.
  • the providing unit 113 identifies the skin care information (solution) provided to the user (S205).
  • the providing unit 113 calculates a recommended total value that is the sum of the recommended degrees of the solutions obtained in step S203 and step S204, and calculates the recommended first to third highest recommended total values.
  • the three solutions are specified as the skin care information provided to the user. For example, the sum of the recommended degrees of " ⁇ lotion" in each health management item obtained in step S203 is 30, and the recommended degree of " ⁇ lotion" in each evaluation item obtained in step S204 is If the sum is 15, the recommended total value of " ⁇ lotion” is 45. In this way, the providing unit 113 calculates the recommended total value of each solution and identifies the first to third solutions with the highest recommended total value. Accordingly, the providing unit 113 can specify the skin care information (solution) based on the attribute of each health management item and the evaluation score of each evaluation item.
  • the providing unit 113 based on the comparison result of the score (skin score) of the entire skin of the user obtained in step S202 and the score (skin score) of the entire skin performed in the past, the score of the entire skin of the user ( It is determined whether the skin score) has deteriorated.
  • the providing unit 113 refers to the evaluation history information storage unit 153 to acquire the user's previous skin score, and the user's skin score obtained in step S202 is lower than the previous skin score. It is determined whether or not (step S206). If the determination is positive, the process proceeds to step S207, and if the determination is negative, the process proceeds to step S209.
  • the providing unit 113 refers to the evaluation history information storage unit 153, acquires one or a plurality of previously provided skin care information, and determines whether or not there is the same skin care information as the skin care information specified in step S205 (step S205). Step S207). If the determination is positive, the process proceeds to step S208, and if the determination is negative, the process proceeds to step S209.
  • the providing unit 113 replaces the skin care information specified in step S205 (step S208). Specifically, the providing unit 113 changes the skin care information determined to be the same as the previous skin care information in step S207 to another skin care information. As another skin care information, for example, the fourth to sixth highest skin care information having the highest recommended total value calculated in the above step S205 can be cited. As a result, the providing unit 113 can stop providing the skin care information (solution) that is not compatible with the user again, and can provide another skin care information (solution).
  • the providing unit 113 transmits, to the user terminal 2, the evaluation score of each evaluation item evaluated in step S202, the score of the entire skin (skin score), and the skin care information identified by the processing up to step S208, to the user terminal 2.
  • FIG. 8 is a diagram showing an example of a screen displayed on the user terminal 2.
  • the evaluation score of each evaluation item, the score of the entire skin (skin score), the comment, and the skin care information (contents, cosmetics, supplements) suitable for the user are shown as the evaluation information of the user's skin.
  • This comment can be based on, for example, the user's health management information (biological information or behavior information).
  • the providing unit 113 transmits this skin care information to the user terminal 2, and stores the evaluation date, the score of the entire skin, and the provided skin care information in the evaluation history information 153 corresponding to this user.
  • the management server 1 includes both the functional unit and the storage unit, but the present invention is not limited to this.
  • the storage unit may be included in the database server, and the management server 1 may access the database server. You may do so.
  • the acquisition unit 111 to the evaluation history information storage unit 153 are provided in the management server 1 has been described in the present embodiment, all or a part of these may be provided in the user terminal 2.
  • the evaluation unit 112 has been described as adjusting the evaluation score of each evaluation item according to the attribute of each health management item of the user, but the evaluation score is determined only by the face image transmitted from the user. However, the adjustment need not be performed.
  • the providing unit 113 has described that in step S204, the sum of recommendation levels of each solution is obtained according to the evaluation score of each evaluation item of the user evaluated in step S202.
  • an evaluation score (adjustment score calculated only from the face image) before being adjusted in step S202 may be used.
  • the provision unit 113 has been described as identifying the first to third solutions with the highest recommended total value in step S205, but the recommended total value obtained by adding the recommended degrees is a predetermined value (for example, 50). It is good to specify all solutions that exceed the above).
  • the provision unit 113 has been described to calculate the recommended total value that is the sum of the recommended degrees of the solutions obtained in step S203 and step S204 in step S205, but in step S203.
  • the recommended total value may be either the sum of the recommended degrees of the solutions regarding the health management items obtained in step S4 or the sum of the recommended degrees of the solutions regarding the evaluation items obtained in step S204.
  • the providing unit 113 has described that the skin care information provided to the user is changed when the skin score is worse than the previous skin score in step S206, but the skin score is improved. Also in this case, the skin care information provided to the user may be changed. Further, the providing unit 113 may not change the skin care information provided to the user when the value (difference value) in which the skin score has deteriorated since the previous time is less than the predetermined value. In addition to this, the providing unit 113 may exclude the previously provided skin care information from the currently provided skin care information, or may replace the previously provided skin care information with another skin care information.
  • the providing unit 113 has described that the previous skin score and the present skin score are compared in step S206, but the evaluation score of each evaluation item of the previous time and the evaluation score of the evaluation item of this time are described. It may be possible to determine whether or not there are a predetermined number or more of deteriorated evaluation items by comparing with. Further, the providing unit 113 may obtain the total sum of the values that have deteriorated from the previous evaluation scores among the evaluation items, and change the skin care information provided to the user when the total sum is equal to or larger than a predetermined value. ..
  • the providing unit 113 has described that in step S206, the previous skin score and the current skin score are compared, but the skin score evaluated before the previous time and the current skin score are compared. May be compared to determine whether the skin condition has deteriorated.
  • the providing unit 113 may change the skin care information to be provided to the user when the current skin score becomes worse than each of the latest two skin scores.
  • the recommended degree of each solution in the health management solution information and the evaluation solution information is a fixed value, but the skin care information provided to each user and the deterioration or improvement information of each evaluation item of each user are collected. By doing so, the recommendation degree of each solution may be updated.
  • the recommendation degree used when the user's skin score is improved and the recommendation degree used when the user's skin score is deteriorated may be stored separately.
  • Management Server 2 User Terminal 3 Communication Network 111 Acquisition Unit 112 Evaluation Unit 113 Providing Unit 151 Health Management Information Storage Unit 152 Skin Care Information Storage Unit 153 Evaluation History Information Storage Unit

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Abstract

[Problem] The objective of the present invention is to provide appropriate skin care information to a user. [Solution] This skin management system is provided with: an acquiring unit for acquiring health management information of a user; an evaluating unit for evaluating the skin of the user in accordance with a facial image transmitted from the user; and a providing unit for providing skin care information to the user on the basis of the evaluation and the acquired health management information. According to the present invention, it is possible to provide appropriate skin care information to a user.

Description

肌管理システム及びプログラムSkin management system and program
 本発明は、肌管理システム及びプログラムに関する。 The present invention relates to a skin management system and program.
 従来から、ユーザの顔を撮影した画像を用いて、ユーザの肌の状態を解析するサービスが知られている。たとえば特許文献1では、ユーザの肌のつや等を評価する技術が開示されている。 Conventionally, services that analyze the user's skin condition using an image of the user's face have been known. For example, Patent Document 1 discloses a technique for evaluating the gloss and the like of a user's skin.
特開2011-130808号公報JP, 2011-130808, A
 しかしながら、特許文献1に記載の技術では、ユーザの肌を評価することはできるものの、ユーザの健康管理情報を加味した評価ではないため、ユーザそれぞれに合ったスキンケア情報を提供することはできていなかった。 However, with the technique described in Patent Document 1, although the user's skin can be evaluated, the evaluation does not take into account the user's health management information, so it is not possible to provide skin care information suitable for each user. It was
 本発明はこのような背景を鑑みてなされたものであり、ユーザに対して適切なスキンケア情報を提供することを目的とする。 The present invention has been made in view of such a background, and an object thereof is to provide appropriate skin care information to a user.
 上記課題を解決するための本発明の主たる発明は、ユーザの健康管理情報を取得する取得部と、前記ユーザから送信された顔画像に応じて、当該ユーザの肌を評価する評価部と、前記評価と前記取得された健康管理情報に基づいて、前記ユーザに対してスキンケア情報を提供する提供部と、を備えることとする。 A main invention of the present invention for solving the above-mentioned problems is an acquisition unit that acquires health management information of a user, an evaluation unit that evaluates the skin of the user according to a face image transmitted from the user, and A providing unit that provides skin care information to the user based on the evaluation and the acquired health management information.
 その他本願が開示する課題やその解決方法については、発明の実施形態の欄及び図面により明らかにされる。 Other problems disclosed in the present application and a solution to the problems will be clarified by the section of the embodiments of the invention and the drawings.
 本発明によれば、ユーザに対して適切なスキンケア情報を提供することができる。 According to the present invention, appropriate skin care information can be provided to the user.
本発明の一実施形態に係る肌管理システムの全体構成例を示す図である。It is a figure showing an example of whole composition of a skin management system concerning one embodiment of the present invention. 管理サーバ1のハードウェア構成例を示す図である。It is a figure which shows the hardware structural example of the management server 1. 管理サーバ1のソフトウェア構成例を示す図である。3 is a diagram showing a software configuration example of a management server 1. FIG. 健康管理情報の構成例を示す図である。It is a figure which shows the structural example of health management information. スキンケア情報の構成例を示す図である。It is a figure which shows the structural example of skin care information. 評価履歴情報の構成例を示す図である。It is a figure which shows the structural example of evaluation history information. 管理サーバ1により実行される処理について説明する図である。It is a figure explaining the process performed by the management server 1. ユーザ端末2において表示される画面例を示す図である。It is a figure which shows the example of a screen displayed in the user terminal 2.
 本発明の一実施形態の内容を列記して説明する。本発明の一実施形態による肌管理システム及びプログラムは、以下のような構成を備える。 The contents of one embodiment of the present invention will be listed and described. A skin management system and a program according to one embodiment of the present invention have the following configurations.
[項目1]
 ユーザの健康管理情報を取得する取得部と、
 前記ユーザから送信された顔画像に応じて、当該ユーザの肌を評価する評価部と、
 前記評価と前記取得された健康管理情報に基づいて、前記ユーザに対してスキンケア情報を提供する提供部と、
 を備える肌管理システム。
[項目2]
 前記評価部は、前記取得された健康管理情報に応じて、前記ユーザの肌を評価する、
 ことを特徴とする項目1に記載の肌管理システム。
[項目3]
 前記健康管理情報には、遺伝子情報、血液情報、体重情報、睡眠情報、生理情報、心拍情報、歩数情報および食事情報のいずれかの項目が含まれており、
 前記提供部は、前記健康管理情報に含まれる1以上の前記項目に基づいて、前記スキンケア情報を提供する、
 ことを特徴とする項目2に記載の肌管理システム。
[項目4]
 前記スキンケア情報には、前記ユーザに推奨する動作に関するコンテンツが含まれる、
 ことを特徴とする項目3に記載の肌管理システム。
[項目5]
 前記提供部は、前記評価と過去に行われた評価の比較結果および当該過去に提供したスキンケア情報に基づいて、前記提供するスキンケア情報を変更する、
 ことを特徴とする項目4に記載の肌管理システム。
[項目6]
 コンピュータを、
 ユーザの健康管理情報を取得する取得手段、
 前記ユーザから送信された顔画像に応じて、当該ユーザの肌を評価する評価手段、
 前記評価と前記取得された健康管理情報に基づいて、前記ユーザに対してスキンケア情報を提供する提供手段、
 として機能させるプログラム。
[Item 1]
An acquisition unit for acquiring user health management information,
An evaluation unit that evaluates the skin of the user according to the face image transmitted from the user,
A providing unit that provides skin care information to the user based on the evaluation and the acquired health management information;
Skin management system.
[Item 2]
The evaluation unit evaluates the skin of the user according to the acquired health management information,
Item 2. The skin management system according to Item 1, which is characterized in that
[Item 3]
The health management information includes any item of genetic information, blood information, weight information, sleep information, physiological information, heartbeat information, step count information, and diet information,
The providing unit provides the skin care information based on one or more items included in the health management information,
Item 2. The skin management system according to Item 2, which is characterized in that
[Item 4]
The skin care information includes content related to recommended actions for the user,
Item 3. The skin management system according to Item 3, which is characterized in that
[Item 5]
The providing unit changes the provided skin care information based on the comparison result of the evaluation and the evaluation performed in the past and the skin care information provided in the past,
Item 5. The skin management system according to Item 4, which is characterized in that
[Item 6]
Computer,
An acquisition means for acquiring the user's health management information,
Evaluation means for evaluating the skin of the user according to the face image transmitted from the user,
Providing means for providing skin care information to the user based on the evaluation and the acquired health management information;
Program to function as.
 図1は、本発明の一実施形態に係る肌管理システムの全体構成例を示す図である。本実施形態の肌管理システムは、管理サーバ1を含んで構成される。管理サーバ1は、一又は複数のユーザ端末2と通信ネットワーク3を介して通信可能に接続される。通信ネットワーク3は、たとえばインターネットであり、公衆電話回線網や携帯電話回線網、無線通信路、イーサネット(登録商標)などにより構築される。 FIG. 1 is a diagram showing an example of the overall configuration of a skin management system according to an embodiment of the present invention. The skin management system of this embodiment includes a management server 1. The management server 1 is communicably connected to one or more user terminals 2 via a communication network 3. The communication network 3 is, for example, the Internet, and is constructed by a public telephone line network, a mobile telephone line network, a wireless communication path, Ethernet (registered trademark), or the like.
 本実施形態の肌管理システムは、ユーザに対して、肌の評価情報(各評価項目の評価スコアおよび肌全体のスコア)とスキンケア情報を提供しようとするものである。本実施形態の肌管理システムは、ユーザの顔画像に基づいて、ユーザの肌を評価する。また、本実施形態の肌管理システムは、肌の評価および健康管理情報(生体や行動に関する情報)に基づいて、スキンケア情報を提供する。 The skin management system of the present embodiment is intended to provide the user with skin evaluation information (evaluation score of each evaluation item and score of the entire skin) and skin care information. The skin management system of this embodiment evaluates the user's skin based on the user's face image. In addition, the skin management system of the present embodiment provides skin care information based on skin evaluation and health management information (information related to living body and behavior).
 管理サーバ1は、ユーザに対してスキンケア情報を提供するコンピュータである。管理サーバ1は、たとえば、パーソナルコンピュータやワークステーション、クラウドコンピューティングによる仮想的なコンピュータである。管理サーバ1は、ユーザの顔画像をユーザ端末2から受信した後、肌の評価情報とスキンケア情報をユーザ端末2に送信する。管理サーバ1は、いわゆるWebアプリケーションとしてこれらの機能を実行することを想定する。 The management server 1 is a computer that provides skin care information to users. The management server 1 is, for example, a personal computer, a workstation, or a virtual computer based on cloud computing. After receiving the face image of the user from the user terminal 2, the management server 1 transmits the skin evaluation information and the skin care information to the user terminal 2. The management server 1 is supposed to execute these functions as a so-called Web application.
 ユーザ端末2は、ユーザが操作するたとえば携帯電話、スマートフォン、タブレットコンピュータ、パーソナルコンピュータなどのコンピュータである。ユーザ端末2は、ウェアラブル機器と連携することが可能であって、当該ウェアラブル機器が計測したユーザの生体状況等を、管理サーバ1からの要求またはユーザの操作に応じて管理サーバ1に送信する。なお、ユーザ端末2は、ユーザの生体情報や行動情報の入力を受け付け、これらの入力された情報を管理サーバ1に送信することもできる。そして、ユーザ端末2は、ユーザによる入力操作に基づいて、ユーザの顔画像を管理サーバ1に送信し、これに対して応答される肌の評価情報とスキンケア情報を表示する。 The user terminal 2 is a computer operated by the user, such as a mobile phone, a smartphone, a tablet computer, or a personal computer. The user terminal 2 is capable of cooperating with the wearable device, and transmits the biological condition of the user measured by the wearable device to the management server 1 in response to a request from the management server 1 or a user operation. The user terminal 2 can also accept input of biometric information and behavior information of the user, and can send the input information to the management server 1. Then, the user terminal 2 transmits the face image of the user to the management server 1 based on the input operation by the user, and displays the skin evaluation information and the skin care information responding to the face image.
 図2は、管理サーバ1のハードウェア構成例を示す図である。管理サーバ1は、少なくとも、制御部10、メモリ11、ストレージ12、送受信部13、入出力部14等を備え、これらはバス15を通じて相互に電気的に接続される。制御部10は、管理サーバ1全体の動作を制御し、各要素間におけるデータの送受信の制御、及びアプリケーションの実行及び認証処理に必要な情報処理等を行う演算装置である。例えば制御部10はCPU(Central Processing Unit)であり、ストレージ12に格納されメモリ11に展開されたプログラム等を実行して各情報処理を実施する。メモリ11は、DRAM(Dynamic Random Access Memory)等の揮発性記憶装置で構成される主記憶と、フラッシュメモリやHDD(Hard Disc Drive)等の不揮発性記憶装置で構成される補助記憶と、を含む。メモリ11は、プロセッサ10のワークエリア等として使用され、また、管理サーバ1の起動時に実行されるBIOS(Basic Input/Output System)、及び各種設定情報等を格納する。ストレージ12は、アプリケーション・プログラム等の各種プログラムを格納する。各処理に用いられるデータを格納したデータベース(図示せず)がストレージ12に構築されていてもよい。送受信部13は、管理サーバ1を通信ネットワーク3に接続する。なお、送受信部13は、Bluetooth(登録商標)やWi-Fi(登録商標)などの近距離通信インターフェースを備えていてもよい。入出力部14は、キーボード・マウス類等の情報入力機器、及びディスプレイ等の出力機器である。バス15は、上記各要素に共通に接続され、例えば、アドレス信号、データ信号及び各種制御信号を伝達する。 FIG. 2 is a diagram showing a hardware configuration example of the management server 1. The management server 1 includes at least a control unit 10, a memory 11, a storage 12, a transmission/reception unit 13, an input/output unit 14, and the like, which are electrically connected to each other via a bus 15. The control unit 10 is an arithmetic device that controls the overall operation of the management server 1, controls the transmission and reception of data between the respective elements, and executes information processing necessary for execution of applications and authentication processing. For example, the control unit 10 is a CPU (Central Processing Unit) and executes a program or the like stored in the storage 12 and expanded in the memory 11 to perform each information processing. The memory 11 includes a main memory configured by a volatile storage device such as a DRAM (Dynamic Random Access Memory) and an auxiliary storage configured by a non-volatile storage device such as a flash memory or an HDD (Hard Disc Drive). .. The memory 11 is used as a work area or the like of the processor 10, and also stores a BIOS (Basic Input/Output System) executed when the management server 1 is started, and various setting information. The storage 12 stores various programs such as application programs. A database (not shown) that stores data used for each process may be built in the storage 12. The transmission/reception unit 13 connects the management server 1 to the communication network 3. The transmission/reception unit 13 may include a short-range communication interface such as Bluetooth (registered trademark) or Wi-Fi (registered trademark). The input/output unit 14 is an information input device such as a keyboard and a mouse, and an output device such as a display. The bus 15 is commonly connected to each of the above elements and transmits, for example, an address signal, a data signal, and various control signals.
 図3は、管理サーバ1のソフトウェア構成例を示す図である。管理サーバ1は、取得部111、評価部112、提供部113、健康管理情報記憶部151、スキンケア情報記憶部152、および評価履歴情報記憶部153を備える。 FIG. 3 is a diagram showing a software configuration example of the management server 1. The management server 1 includes an acquisition unit 111, an evaluation unit 112, a provision unit 113, a health management information storage unit 151, a skin care information storage unit 152, and an evaluation history information storage unit 153.
 なお、取得部111、評価部112、および提供部113は、管理サーバ1が備える制御部10がストレージ12に記憶されているプログラムをメモリ11に読み出して実行することにより実現される。また、健康管理情報記憶部151、スキンケア情報記憶部152および評価履歴情報記憶部153は、メモリ11およびストレージ12の少なくともいずれかにより提供される記憶領域の一部として実現される。 The acquisition unit 111, the evaluation unit 112, and the provision unit 113 are realized by the control unit 10 included in the management server 1 reading the program stored in the storage 12 into the memory 11 and executing the program. Further, the health management information storage unit 151, the skin care information storage unit 152, and the evaluation history information storage unit 153 are realized as a part of the storage area provided by at least one of the memory 11 and the storage 12.
 健康管理情報記憶部151は、各ユーザの健康管理に関する情報(以下、健康管理情報という。)を記憶する。図4は、健康管理情報の構成例を示す図である。 The health management information storage unit 151 stores information on health management of each user (hereinafter referred to as health management information). FIG. 4 is a diagram showing a configuration example of health management information.
 図4に示すように、健康管理情報は、生体情報および行動情報から構成される。 As shown in FIG. 4, the health management information is composed of biometric information and behavior information.
 生体情報は、基礎生体情報および生体ログ情報から構成されている。基礎生体情報は、ユーザの生理情報、遺伝子情報、血液情報、および検診情報(身長情報、体重情報およびBMI情報)等の項目(健康管理項目)から構成され、ユーザの生体に関する情報のうち基礎となる情報である。例えば、生理情報には、ユーザの月経開始からの日数に関する情報(属性)が含まれている。また、例えば、遺伝子情報には、ユーザの遺伝子検査により検出された肥満に関するリスクタイプ(属性)が含まれている。生体ログ情報は、睡眠情報、心拍および脈拍情報、血圧情報、並びに歩数および活動情報等の項目(健康管理項目)から構成され、ユーザの生体状況とその変化を記録した情報である。例えば、睡眠情報には、ユーザのレム睡眠とノンレム睡眠の割合や、1日あたり(1日平均)の睡眠時間に関する情報が含まれている。ここで、基礎生体情報および生体ログ情報は、ユーザ端末2と連携するウェアラブル機器が計測した情報や、ユーザによって入力された情報、健康診断や遺伝子検査等により計測された情報でる。なお、生体情報には、過去に計測された結果(履歴)が含まれることとしてもよい。 The biometric information consists of basic biometric information and biometric log information. The basic biometric information is composed of items (health management items) such as physiological information of the user, genetic information, blood information, and medical examination information (height information, weight information, and BMI information). Information. For example, the physiological information includes information (attribute) regarding the number of days from the start of menstruation of the user. Further, for example, the genetic information includes a risk type (attribute) relating to obesity detected by the genetic test of the user. The biometric log information is composed of sleep information, heartbeat and pulse information, blood pressure information, and items (health management items) such as the number of steps and activity information, and is information that records the biometric condition of the user and its changes. For example, the sleep information includes information about the ratio of REM sleep and non-REM sleep of the user and the sleep time per day (average of one day). Here, the basic biometric information and the biometric log information are the information measured by the wearable device that cooperates with the user terminal 2, the information input by the user, and the information measured by the physical examination, the genetic test, and the like. The biometric information may include results (history) measured in the past.
 行動情報は、運動情報および食事情報等の項目(健康管理項目)から構成されている。例えば、運動情報には、ユーザの1日あたりの運動量(消費カロリー)に関する情報(属性)が含まれている。また、例えば、食事情報には、ユーザの1日あたりに摂取しているタンパク質、脂質、および炭水化物の摂取割合に関する情報(属性)が含まれている。ここで、行動情報は、ユーザ端末2と連携するウェアラブル機器やその他の装置(肌中の水分/油分/肌状態/キメ/毛穴/シミ/肌の色み/シワ/くすみ/弾力/肌年齢等を測定可能な測定・分析機器等)が計測した情報や、ユーザによって入力された情報である。なお、行動情報には、過去に計測された結果(履歴)が含まれることとしてもよい。
 また、行動情報は、ユーザ端末2で収集されるユーザの日々の生活での行動に関する情報であり、管理サーバ1がユーザ端末2から受信した食事の内容を示したテキストデータや画像データ、それに付随するタイムスタンプで食事時間を含めたり、ユーザ端末2に記録されているGPSデータから求められる当時の位置情報およびある時点で計測された位置情報とその次の時点で計測された位置情報から求められる移動情報を含めたり、管理サーバ1が提供するサービスにログインした時間や一定期間内(一日、週間または月間等)のログイン頻度といった情報を含めることができる。さらに、行動情報は、ユーザ端末2またはログイン先の情報サイトから得られるログインのアクセス履歴やユーザがサプリメント等健康食品、健康器具、化粧品などを購入した購買履歴を含めることができる。また、行動情報は、ダイエットなど健康管理のためのアプリケーション上のタスクの選択または完了を知らせるユーザ端末2上でのログイン情報およびログアウト情報を含めることができる。
The behavior information is composed of items (health management items) such as exercise information and diet information. For example, the exercise information includes information (attribute) about the amount of exercise (calorie consumption) per day of the user. Further, for example, the meal information includes information (attribute) about the intake ratio of the protein, fat, and carbohydrate that the user is ingesting per day. Here, the action information includes wearable devices or other devices (moisture in skin/oil content/skin condition/texture/pores/spots/skin tone/wrinkles/dullness/elasticity/skin age etc.) that cooperate with the user terminal 2 Is information measured by a measuring/analyzing instrument, etc. capable of measuring the value or information input by the user. The action information may include results (history) measured in the past.
The behavior information is information about the behavior of the user in daily life collected by the user terminal 2, and includes text data and image data indicating the content of meals received by the management server 1 from the user terminal 2, and the accompanying data. The time stamp includes the meal time, or is obtained from the position information at that time obtained from GPS data recorded in the user terminal 2, the position information measured at a certain time point, and the position information measured at the next time point. Information such as movement information can be included, and information such as the time of login to the service provided by the management server 1 and the login frequency within a certain period (one day, week, month, or the like) can be included. Further, the behavior information can include an access history of login obtained from the user terminal 2 or the information site of the login destination and a purchase history of the user purchasing healthy food such as supplements, health appliances, cosmetics, and the like. In addition, the action information may include login information and logout information on the user terminal 2 that informs selection or completion of a task on an application for health management such as diet.
 ★事前のアンケート情報の追加、
サーベイ、肌に関する悩み全般、現在の行動、希望、要望、そのユーザにとっての理想的な肌、喫煙状況
★ Addition of advance questionnaire information,
Survey, general skin concerns, current behavior, wishes, wishes, ideal skin for the user, smoking status
環境情報:天気情報、天候情報、地域差(出身地、居住地の環境、緯度経度紫外線) Environmental information: Weather information, weather information, regional differences (place of origin, environment of residence, latitude longitude UV)
 人種:肌の色(人種によって肌の性質が異なるため) Race: Skin color (because the nature of the skin varies depending on the race)
 なお、後述する管理サーバ1により実行される処理においては、スキンケア情報を提供するために用いる健康管理項目として、遺伝子情報、血液情報、体重情報、睡眠情報、生理情報、心拍情報、歩数情報および食事情報のいずれかの項目を用いることが好ましい。 In the processing executed by the management server 1 to be described later, as health management items used for providing skin care information, genetic information, blood information, weight information, sleep information, physiological information, heartbeat information, step information, and meals. It is preferable to use any item of information.
 スキンケア情報記憶部152は、ユーザに提供するスキンケアに関する情報(以下、スキンケア情報という。)を記憶する。図5は、スキンケア情報の構成例を示す図である。 The skin care information storage unit 152 stores information about skin care provided to the user (hereinafter referred to as skin care information). FIG. 5 is a diagram showing a configuration example of skin care information.
 図5に示すように、スキンケア情報は、ソリューション情報、健康管理用ソリューション情報、および評価用ソリューション情報から構成される。 As shown in FIG. 5, the skin care information is composed of solution information, health management solution information, and evaluation solution information.
 ソリューション情報には、ユーザに推奨するための複数のソリューションが含まれている。このソリューションとしては、コンテンツや、化粧品、食品、飲料、サプリメント等が挙げられる。コンテンツとしては、ユーザに推奨する動作(体操、マッサージ、ストレッチ等)や、料理のレシピに関する記事や動画等が挙げられる。健康管理用ソリューション情報には、各健康管理項目の属性(数値、タイプ等)に対応付けて、一又は複数のソリューションとその推奨度が含まれる。評価用ソリューション情報には、各評価項目の評価スコア(数値範囲)に対応付けて、一又は複数のソリューションとその推奨度が含まれる。ソリューションの推奨度は、対応する健康管理項目の属性や評価項目の評価スコアに対して当該ソリューションを推奨する度合いを示すものであって、ユーザに提供する一又は複数のソリューション(スキンケア情報)を特定するために用いられる情報である。例えば、評価項目「キメ」の評価スコアが低い数値(1~50)である場合には、キメを整える効果が高い「○○化粧水」や「××マッサージ」がソリューションとして設定され、それらのソリューションの推奨度には高い値が設定されている。 -Solution information contains multiple solutions to recommend to users. These solutions include content, cosmetics, food, beverages, supplements, and more. The contents include actions recommended for the user (gymnastics, massage, stretching, etc.), articles and videos relating to cooking recipes, and the like. The health management solution information includes one or more solutions and their recommendation levels in association with the attributes (numerical value, type, etc.) of each health management item. The evaluation solution information includes one or a plurality of solutions and their recommendation degrees in association with the evaluation score (numerical value range) of each evaluation item. The recommendation level of the solution indicates the degree to which the solution is recommended for the attribute of the corresponding health care item or the evaluation score of the evaluation item, and one or more solutions (skin care information) to be provided to the user are specified. This is the information used to do this. For example, when the evaluation score of the evaluation item "Kime" is a low value (1 to 50), "○○ lotion" and "XX massage", which are highly effective in adjusting the texture, are set as solutions and those A high value is set for the recommendation level of the solution.
 評価履歴情報記憶部153は、各ユーザの評価履歴に関する情報(以下、評価履歴情報という。)を記憶する。図6は、評価履歴情報の構成例を示す図である。 The evaluation history information storage unit 153 stores information regarding the evaluation history of each user (hereinafter referred to as evaluation history information). FIG. 6 is a diagram showing a configuration example of the evaluation history information.
 図6に示すように、評価履歴情報には、ユーザが過去に肌の評価を行った日付に対応付けて、その時の肌全体のスコア値、およびその時に提供した一又は複数のスキンケア情報が含まれる。 As shown in FIG. 6, the evaluation history information includes a score value of the entire skin at that time, and one or more pieces of skin care information provided at that time in association with the date when the user evaluated the skin in the past. Be done.
 なお、評価履歴情報には、過去の各評価項目の評価スコアが含まれていてもよい。 Note that the evaluation history information may include the evaluation score of each evaluation item in the past.
 取得部111は、ユーザの健康管理情報を取得する。本実施形態では、取得部111は、健康管理情報記憶部151に記憶されている各健康管理項目の属性を取得する。 The acquisition unit 111 acquires user health management information. In the present embodiment, the acquisition unit 111 acquires the attributes of each health management item stored in the health management information storage unit 151.
 評価部112は、ユーザの顔画像と健康管理情報に応じて、ユーザの肌を評価する。本実施形態では、評価部112は、ユーザ端末2から送信されたユーザの顔画像とユーザの各健康管理項目の属性(健康管理情報)に応じて、各評価項目に分けて評価スコア(数値)を決定する。まず、評価部112は、送信された顔画像を2値化またはグレースケール化する各種画像処理に基づき、肌のキメ、透明感、皮脂、水分、ハリなどの各評価項目の評価スコアを算出する。例えば、評価部112は、顔画像を2値化した画像からツヤと判定される部分の面積を算出し、透明感の評価スコアを算出する。そして、評価部112は、ユーザの各健康管理項目の属性(健康管理情報)に応じて、算出された評価スコアを調整する。例えば、評価部112は、ユーザの運動情報(消費カロリー)が平均よりも高い場合に「代謝がよい」と予測して評価スコアを高くする調整をしたり、以前よりも体重が減った場合は「健康的な食事や運動をしていて規則的な生活を送っている」と予測して評価スコアを高くする調整をしたりする。 The evaluation unit 112 evaluates the user's skin according to the user's face image and health management information. In the present embodiment, the evaluation unit 112 divides the evaluation score (numerical value) into each evaluation item according to the face image of the user transmitted from the user terminal 2 and the attribute (health management information) of each health management item of the user. To decide. First, the evaluation unit 112 calculates an evaluation score for each evaluation item such as skin texture, transparency, sebum, moisture, and firmness based on various image processing for binarizing or grayscaleing the transmitted face image. .. For example, the evaluation unit 112 calculates the area of the portion determined to be glossy from the binarized image of the face image, and calculates the evaluation score of transparency. Then, the evaluation unit 112 adjusts the calculated evaluation score according to the attribute (health management information) of each health management item of the user. For example, when the user's exercise information (calorie consumption) is higher than the average, the evaluation unit 112 predicts that “metabolic is good” and adjusts the evaluation score to be higher, or when the weight is lower than before. They predict that they are eating a healthy diet and exercising and are living a regular life, and make adjustments to raise the evaluation score.
 提供部113は、ユーザに対してスキンケア情報(ソリューション)を提供する。本実施形態では、提供部113は、ユーザの肌の評価情報(各評価項目の評価スコア)とユーザの健康管理情報(各健康管理項目の属性)に基づいて、スキンケア情報を提供する。また、提供部113は、健康管理情報に含まれる1以上の項目に基づいて、ソリューションの推奨合計値を算出し、当該推奨合計値が高いスキンケア情報をユーザに提供する。また、提供部113は、評価部112による評価と過去に行われた評価の比較結果および当該過去に提供したスキンケア情報に基づいて、提供するスキンケア情報を変更する(入れ替える)。 The providing unit 113 provides skin care information (solution) to the user. In the present embodiment, the providing unit 113 provides skin care information based on the user's skin evaluation information (evaluation score of each evaluation item) and the user's health management information (attribute of each health management item). In addition, the providing unit 113 calculates the recommended total value of the solution based on one or more items included in the health management information, and provides the user with the skin care information having a high recommended total value. Further, the providing unit 113 changes (replaces) the provided skin care information based on the comparison result of the evaluation by the evaluation unit 112 and the evaluation performed in the past and the skin care information provided in the past.
 図7は、管理サーバ1により実行される処理について説明する図である。この処理は、例えばユーザ端末2においてユーザが自らの顔画像を撮影し、管理サーバ1に送信された場合に開始される。また、図8は、ユーザ端末2において表示される画面例を示す図である。 FIG. 7 is a diagram illustrating the processing executed by the management server 1. This process is started, for example, when the user captures his/her face image at the user terminal 2 and sends it to the management server 1. Further, FIG. 8 is a diagram showing an example of a screen displayed on the user terminal 2.
 取得部111は、健康管理情報記憶部151に含まれるユーザの各健康管理項目の属性(健康管理情報)を一部又は全て取得する(S201)。なお、取得部111は、健康管理情報記憶部151に記憶されていない属性(情報)がある場合や、属性が一定期間を経過した古い情報である場合、ユーザ端末2に当該属性を要求して取得することとしてもよい。 The acquisition unit 111 acquires some or all of the attributes (health management information) of each health management item of the user included in the health management information storage unit 151 (S201). If there is an attribute (information) that is not stored in the health management information storage unit 151, or if the attribute is old information that has passed a certain period of time, the acquisition unit 111 requests the user terminal 2 for the attribute. It may be acquired.
 評価部112は、ユーザから送信された顔画像と上記ステップS201で取得されたユーザの各健康管理項目の属性(健康管理情報)に応じて、ユーザの肌を評価する(S202)。本実施形態では、評価部112は、顔画像を各種画像処理して、肌のキメ、透明感、皮脂、水分、ハリなどの各評価項目に対して1~100の範囲で数値化した評価スコアを算出した後、ユーザの各健康管理項目の属性により当該算出された評価スコアを調整する。そして、評価部112は、各評価項目の評価スコア(例えば各評価スコアの平均値)から、ユーザの肌全体のスコア(肌スコア)を求める。 The evaluation unit 112 evaluates the user's skin according to the face image transmitted from the user and the attributes (health management information) of each health management item of the user acquired in step S201 (S202). In the present embodiment, the evaluation unit 112 performs various types of image processing on the face image, and evaluates the evaluation score numerically in the range of 1 to 100 for each evaluation item such as skin texture, transparency, sebum, water, and firmness. After calculating, the calculated evaluation score is adjusted according to the attribute of each health management item of the user. Then, the evaluation unit 112 obtains the score (skin score) of the user's entire skin from the evaluation score of each evaluation item (for example, the average value of each evaluation score).
 提供部113は、スキンケア情報記憶部152の健康管理用ソリューション情報を参照し、上記ステップS201で取得されたユーザの各健康管理項目の属性(健康管理情報)に基づいて、各ソリューションの推奨度の和を求める(S203)。すなわち、提供部113は、取得された健康管理情報に含まれる1以上の項目(健康管理項目)に基づいて、全てのソリューションの推奨度を計算する。例えば、提供部113は、ユーザの生理情報の属性が「月経開始3日目」である場合、対応するソリューションである「××マッサージ」の推奨度に10を加算する(図5参照)。同様に、提供部113は、例えば、ユーザの遺伝子情報の属性が「糖質リスクタイプ」である場合、対応するソリューションである「○○サプリメント」の推奨度に5を加算する。 The providing unit 113 refers to the health management solution information in the skin care information storage unit 152, and based on the attribute (health management information) of each health management item of the user acquired in step S201, determines the recommended degree of each solution. The sum is calculated (S203). That is, the providing unit 113 calculates the recommendation degrees of all solutions based on one or more items (health management items) included in the acquired health management information. For example, when the attribute of the physiological information of the user is “3rd day of menstruation start”, the providing unit 113 adds 10 to the recommendation level of “XX massage” that is the corresponding solution (see FIG. 5 ). Similarly, for example, when the attribute of the gene information of the user is “sugar risk type”, the providing unit 113 adds 5 to the recommendation degree of the corresponding solution “XX supplement”.
 提供部113は、スキンケア情報記憶部152の評価用ソリューション情報を参照し、上記ステップS202で評価されたユーザの各評価項目の評価スコアに基づいて、各ソリューションの推奨度の和を求める(S204)。すなわち、提供部113は、1以上の評価項目に基づいて、全てのソリューションの推奨度を計算する。例えば、提供部113は、キメの評価スコアが「70」であった場合、対応するソリューションである「○○化粧水」の推奨度に10を加算し、「××マッサージ」の推奨度に4を加算する(図5参照)。同様に、提供部113は、例えば、透明感の評価スコアが「80」であった場合、対応するソリューションである「△△サプリメント」の推奨度に5を加算する。 The providing unit 113 refers to the evaluation solution information in the skin care information storage unit 152, and obtains the sum of recommendation levels of each solution based on the evaluation score of each evaluation item of the user evaluated in step S202 (S204). .. That is, the providing unit 113 calculates the recommendation degrees of all solutions based on one or more evaluation items. For example, when the texture evaluation score is “70”, the providing unit 113 adds 10 to the recommendation level of the corresponding solution “○○ lotion” and adds 4 to the recommendation level of “XX massage”. Is added (see FIG. 5). Similarly, the providing unit 113, for example, when the evaluation score of transparency is “80”, adds 5 to the recommendation degree of the corresponding solution “ΔΔ supplement”.
 提供部113は、ユーザに提供するスキンケア情報(ソリューション)を特定する(S205)。本実施形態では、提供部113は、上記ステップS203および上記ステップS204で求めた各ソリューションの推奨度の和を合計した推奨合計値を算出して、当該推奨合計値が高い上位1~3番目の3つのソリューションをユーザに提供するスキンケア情報として特定する。
 例えば、上記ステップS203で求めた各健康管理項目における「○○化粧水」の推奨度の和が30であって、上記ステップS204で求めた各評価項目における「○○化粧水」の推奨度の和が15であった場合、「○○化粧水」の推奨合計値は45となる。このようにして、提供部113は、各ソリューションの推奨合計値を算出して、推奨合計値が高い上位1~3番目のソリューションを特定する。これにより、提供部113は、各健康管理項目の属性と各評価項目の評価スコアに基づいたスキンケア情報(ソリューション)を特定することができる。
The providing unit 113 identifies the skin care information (solution) provided to the user (S205). In the present embodiment, the providing unit 113 calculates a recommended total value that is the sum of the recommended degrees of the solutions obtained in step S203 and step S204, and calculates the recommended first to third highest recommended total values. The three solutions are specified as the skin care information provided to the user.
For example, the sum of the recommended degrees of "○ lotion" in each health management item obtained in step S203 is 30, and the recommended degree of "○ lotion" in each evaluation item obtained in step S204 is If the sum is 15, the recommended total value of "○○ lotion" is 45. In this way, the providing unit 113 calculates the recommended total value of each solution and identifies the first to third solutions with the highest recommended total value. Accordingly, the providing unit 113 can specify the skin care information (solution) based on the attribute of each health management item and the evaluation score of each evaluation item.
 提供部113は、上記ステップS202で求めたユーザの肌全体のスコア(肌スコア)と、過去に行われた肌全体のスコア(肌スコア)の比較結果に基づいて、ユーザの肌全体のスコア(肌スコア)が悪化したか否かを判定する。本実施形態では、提供部113は、評価履歴情報記憶部153を参照して、ユーザの前回の肌スコアを取得し、上記ステップS202で求めたユーザの肌スコアが前回の肌スコアよりも低くなったか否かを判定する(ステップS206)。当該判定が肯定された場合には、処理はステップS207に進み、否定された場合には、処理はステップS209に進む。 The providing unit 113, based on the comparison result of the score (skin score) of the entire skin of the user obtained in step S202 and the score (skin score) of the entire skin performed in the past, the score of the entire skin of the user ( It is determined whether the skin score) has deteriorated. In the present embodiment, the providing unit 113 refers to the evaluation history information storage unit 153 to acquire the user's previous skin score, and the user's skin score obtained in step S202 is lower than the previous skin score. It is determined whether or not (step S206). If the determination is positive, the process proceeds to step S207, and if the determination is negative, the process proceeds to step S209.
 提供部113は、評価履歴情報記憶部153を参照して、前回提供した一又は複数のスキンケア情報を取得し、上記ステップS205で特定したスキンケア情報と同じスキンケア情報があるか否かを判定する(ステップS207)。当該判定が肯定された場合には、処理はステップS208に進み、否定された場合には、処理はステップS209に進む。 The providing unit 113 refers to the evaluation history information storage unit 153, acquires one or a plurality of previously provided skin care information, and determines whether or not there is the same skin care information as the skin care information specified in step S205 (step S205). Step S207). If the determination is positive, the process proceeds to step S208, and if the determination is negative, the process proceeds to step S209.
 提供部113は、上記ステップS205で特定したスキンケア情報を入れ替える(ステップS208)。具体的には、提供部113は、ステップS207で前回のスキンケア情報と同じであると判定されたスキンケア情報を別のスキンケア情報に変更する。別のスキンケア情報としては、例えば上記ステップS205で算出した推奨合計値が高い上位4番目ないし6番目のスキンケア情報が挙げられる。これにより、提供部113は、ユーザとの相性が悪かったスキンケア情報(ソリューション)を再び提供することを中止し、別のスキンケア情報(ソリューション)を提供することができる。 The providing unit 113 replaces the skin care information specified in step S205 (step S208). Specifically, the providing unit 113 changes the skin care information determined to be the same as the previous skin care information in step S207 to another skin care information. As another skin care information, for example, the fourth to sixth highest skin care information having the highest recommended total value calculated in the above step S205 can be cited. As a result, the providing unit 113 can stop providing the skin care information (solution) that is not compatible with the user again, and can provide another skin care information (solution).
 提供部113は、上記ステップS202で評価された各評価項目の評価スコアや肌全体のスコア(肌スコア)、上記ステップS208までの処理で特定されたスキンケア情報をユーザ端末2に送信して表示させる(ステップS209)。図8は、ユーザ端末2において表示される画面例を示す図である。同図では、ユーザの肌の評価情報として、各評価項目の評価スコア、肌全体のスコア(肌スコア)、コメントおよびユーザに合ったスキンケア情報(コンテンツ、化粧品、サプリメント)が示されている。このコメントは、例えばユーザの健康管理情報(生体情報または行動情報)に基づいた内容にすることができる。
 なお、提供部113は、このスキンケア情報をユーザ端末2に送信するとともに、このユーザに対応する評価履歴情報153に、評価を行った日付、肌全体のスコア、および提供したスキンケア情報を格納する。
The providing unit 113 transmits, to the user terminal 2, the evaluation score of each evaluation item evaluated in step S202, the score of the entire skin (skin score), and the skin care information identified by the processing up to step S208, to the user terminal 2. (Step S209). FIG. 8 is a diagram showing an example of a screen displayed on the user terminal 2. In the figure, the evaluation score of each evaluation item, the score of the entire skin (skin score), the comment, and the skin care information (contents, cosmetics, supplements) suitable for the user are shown as the evaluation information of the user's skin. This comment can be based on, for example, the user's health management information (biological information or behavior information).
The providing unit 113 transmits this skin care information to the user terminal 2, and stores the evaluation date, the score of the entire skin, and the provided skin care information in the evaluation history information 153 corresponding to this user.
 以上、本実施形態について説明したが、上記実施形態は本発明の理解を容易にするためのものであり、本発明を限定して解釈するためのものではない。本発明は、その趣旨を逸脱することなく、変更、改良され得ると共に、本発明にはその等価物も含まれる。 Although the present embodiment has been described above, the above embodiment is for facilitating the understanding of the present invention and is not for limiting the interpretation of the present invention. The present invention can be modified and improved without departing from the spirit thereof, and the present invention also includes equivalents thereof.
 本実施形態では、管理サーバ1が機能部と記憶部とを両方備えているものとしたが、これに限らず、たとえば、記憶部をデータベースサーバが備えるようにし、管理サーバ1からデータベースサーバにアクセスするようにしてもよい。また、本実施形態では、取得部111ないし評価履歴情報記憶部153は、管理サーバ1に設けられる場合を説明したが、これらの全部又は一部は、ユーザ端末2に設けられてもよい。 In the present embodiment, the management server 1 includes both the functional unit and the storage unit, but the present invention is not limited to this. For example, the storage unit may be included in the database server, and the management server 1 may access the database server. You may do so. Further, although the case where the acquisition unit 111 to the evaluation history information storage unit 153 are provided in the management server 1 has been described in the present embodiment, all or a part of these may be provided in the user terminal 2.
 本実施形態では、評価部112は、ユーザの各健康管理項目の属性に応じて、各評価項目の評価スコアを調整することを説明したが、ユーザから送信された顔画像のみによって評価スコアを決定し、当該調整を行わなくてもよい。 In the present embodiment, the evaluation unit 112 has been described as adjusting the evaluation score of each evaluation item according to the attribute of each health management item of the user, but the evaluation score is determined only by the face image transmitted from the user. However, the adjustment need not be performed.
 本実施形態では、提供部113は、上記ステップS204において、上記ステップS202で評価されたユーザの各評価項目の評価スコアに応じて各ソリューションの推奨度の和を求めることを説明したが、この評価スコアは、上記ステップS202において調整される前の評価スコア(顔画像のみにより算出された評価スコア)を用いてもよい。 In the present embodiment, the providing unit 113 has described that in step S204, the sum of recommendation levels of each solution is obtained according to the evaluation score of each evaluation item of the user evaluated in step S202. As the score, an evaluation score (adjustment score calculated only from the face image) before being adjusted in step S202 may be used.
 本実施形態では、提供部113は、上記ステップS205において、推奨合計値が高い上位1~3番目のソリューションを特定することを説明したが、推奨度を合計した推奨合計値が所定値(例えば50)を超えたソリューションを全て特定することとしてもよい。 In the present embodiment, the provision unit 113 has been described as identifying the first to third solutions with the highest recommended total value in step S205, but the recommended total value obtained by adding the recommended degrees is a predetermined value (for example, 50). It is good to specify all solutions that exceed the above).
 本実施形態では、提供部113は、上記ステップS205において、上記ステップS203および上記ステップS204で求めた各ソリューションの推奨度の和を合計した推奨合計値を算出することを説明したが、上記ステップS203で求めた健康管理項目に関する各ソリューションの推奨度の和、または上記ステップS204で求めた評価項目に関する各ソリューションの推奨度の和のいずれか一方を推奨合計値としてもよい。 In the present embodiment, the provision unit 113 has been described to calculate the recommended total value that is the sum of the recommended degrees of the solutions obtained in step S203 and step S204 in step S205, but in step S203. The recommended total value may be either the sum of the recommended degrees of the solutions regarding the health management items obtained in step S4 or the sum of the recommended degrees of the solutions regarding the evaluation items obtained in step S204.
 本実施形態では、提供部113は、上記ステップS206において、前回の肌スコアと比較して肌スコアが悪化した場合に、ユーザに提供するスキンケア情報を変更することを説明したが、肌スコアが改善した場合にも、ユーザに提供するスキンケア情報を変更することとしてもよい。また、提供部113は、前回から肌スコアが悪化した値(差分の値)が所定値未満の場合は、ユーザに提供するスキンケア情報を変更しなくてもよい。この他にも、提供部113は、前回提供したスキンケア情報を今回提供するスキンケア情報から除外してもよいし、前回提供したスキンケア情報を別のスキンケア情報に入れ替えてもよい。 In the present embodiment, the providing unit 113 has described that the skin care information provided to the user is changed when the skin score is worse than the previous skin score in step S206, but the skin score is improved. Also in this case, the skin care information provided to the user may be changed. Further, the providing unit 113 may not change the skin care information provided to the user when the value (difference value) in which the skin score has deteriorated since the previous time is less than the predetermined value. In addition to this, the providing unit 113 may exclude the previously provided skin care information from the currently provided skin care information, or may replace the previously provided skin care information with another skin care information.
 本実施形態では、提供部113は、上記ステップS206において、前回の肌スコアと今回の肌スコアとを比較することを説明したが、前回の各評価項目の評価スコアと今回の評価項目の評価スコアとを比較して、悪化した評価項目が所定数以上あるか否かを判定してもよい。また、提供部113は、各評価項目のうち前回の評価スコアから悪化した値の総和を求め、当該総和が所定値以上であった場合に、ユーザに提供するスキンケア情報を変更することとしてもよい。 In the present embodiment, the providing unit 113 has described that the previous skin score and the present skin score are compared in step S206, but the evaluation score of each evaluation item of the previous time and the evaluation score of the evaluation item of this time are described. It may be possible to determine whether or not there are a predetermined number or more of deteriorated evaluation items by comparing with. Further, the providing unit 113 may obtain the total sum of the values that have deteriorated from the previous evaluation scores among the evaluation items, and change the skin care information provided to the user when the total sum is equal to or larger than a predetermined value. ..
 本実施形態では、提供部113は、上記ステップS206において、前回の肌スコアと今回の肌スコアとを比較することを説明したが、前回よりも前に評価された肌スコアと今回の肌スコアとを比較して、肌の状態が悪化したか否かを判定してもよい。例えば、提供部113は、今回の肌スコアが直近の過去2回の肌スコアそれぞれよりも悪化した場合に、ユーザに提供するスキンケア情報を変更することとしてもよい。 In the present embodiment, the providing unit 113 has described that in step S206, the previous skin score and the current skin score are compared, but the skin score evaluated before the previous time and the current skin score are compared. May be compared to determine whether the skin condition has deteriorated. For example, the providing unit 113 may change the skin care information to be provided to the user when the current skin score becomes worse than each of the latest two skin scores.
 本実施形態では、健康管理用ソリューション情報および評価ソリューション情報における各ソリューションの推奨度は固定値であったが、各ユーザに提供したスキンケア情報と各ユーザの各評価項目の悪化または改善の情報を収集することによって、各ソリューションの推奨度を更新してもよい。また、健康管理用ソリューション情報および評価ソリューション情報では、ユーザの肌スコアが改善した場合に用いる推奨度と、悪化した場合に用いる推奨度を分けて記憶してもよい。 In the present embodiment, the recommended degree of each solution in the health management solution information and the evaluation solution information is a fixed value, but the skin care information provided to each user and the deterioration or improvement information of each evaluation item of each user are collected. By doing so, the recommendation degree of each solution may be updated. In the health management solution information and the evaluation solution information, the recommendation degree used when the user's skin score is improved and the recommendation degree used when the user's skin score is deteriorated may be stored separately.
  1   管理サーバ
  2   ユーザ端末
  3   通信ネットワーク
  111 取得部
  112 評価部
  113 提供部
  151 健康管理情報記憶部
  152 スキンケア情報記憶部
  153 評価履歴情報記憶部
1 Management Server 2 User Terminal 3 Communication Network 111 Acquisition Unit 112 Evaluation Unit 113 Providing Unit 151 Health Management Information Storage Unit 152 Skin Care Information Storage Unit 153 Evaluation History Information Storage Unit

Claims (6)

  1.  ユーザの健康管理情報を取得する取得部と、
     前記ユーザから送信された肌画像に応じて、当該ユーザの肌を評価する評価部と、
     前記評価と前記取得された健康管理情報に基づいて、前記ユーザに対してスキンケア情報を提供する提供部と、
     を備える肌管理システム。
    An acquisition unit for acquiring user health management information,
    An evaluation unit that evaluates the skin of the user according to the skin image transmitted from the user,
    A providing unit that provides skin care information to the user based on the evaluation and the acquired health management information;
    Skin management system.
  2.  前記評価部は、前記取得された健康管理情報に応じて、前記ユーザの肌を評価する、
     ことを特徴とする請求項1に記載の肌管理システム。
    The evaluation unit evaluates the skin of the user according to the acquired health management information,
    The skin management system according to claim 1, wherein:
  3.  前記健康管理情報には、遺伝子情報、血液情報、体重情報、睡眠情報、生理情報、心拍情報、歩数情報、食事情報又はアンケート情報の少なくともいずれかの項目が含まれており、
     前記提供部は、前記健康管理情報に含まれる1以上の前記項目に基づいて、前記スキンケア情報を提供する、
     ことを特徴とする請求項2に記載の肌管理システム。
    The health management information includes at least one item of genetic information, blood information, weight information, sleep information, physiological information, heartbeat information, step count information, diet information or questionnaire information,
    The providing unit provides the skin care information based on one or more items included in the health management information,
    The skin management system according to claim 2, wherein:
  4.  前記スキンケア情報には、前記ユーザに推奨する動作に関するコンテンツが含まれる、
     ことを特徴とする請求項3に記載の肌管理システム。
    The skin care information includes content related to recommended actions for the user,
    The skin management system according to claim 3, wherein:
  5.  前記提供部は、前記評価と過去に行われた評価の比較結果および当該過去に提供したスキンケア情報に基づいて、前記提供するスキンケア情報を変更する、
     ことを特徴とする請求項4に記載の肌管理システム。
    The providing unit changes the provided skin care information based on the comparison result of the evaluation and the evaluation performed in the past and the skin care information provided in the past,
    The skin management system according to claim 4, wherein:
  6.  コンピュータを、
     ユーザの健康管理情報を取得する取得手段、
     前記ユーザから送信された顔画像に応じて、当該ユーザの肌を評価する評価手段、
     前記評価と前記取得された健康管理情報に基づいて、前記ユーザに対してスキンケア情報を提供する提供手段、
     として機能させるプログラム。
    Computer,
    An acquisition means for acquiring the user's health management information,
    Evaluation means for evaluating the skin of the user according to the face image transmitted from the user,
    Providing means for providing skin care information to the user based on the evaluation and the acquired health management information;
    Program to function as.
PCT/JP2019/033253 2018-12-11 2019-08-26 Skin management system and program WO2020121602A1 (en)

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Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9842358B1 (en) * 2012-06-19 2017-12-12 Brightex Bio-Photonics Llc Method for providing personalized recommendations
JP2018108182A (en) * 2016-12-28 2018-07-12 ポーラ化成工業株式会社 Skin condition support system

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9842358B1 (en) * 2012-06-19 2017-12-12 Brightex Bio-Photonics Llc Method for providing personalized recommendations
JP2018108182A (en) * 2016-12-28 2018-07-12 ポーラ化成工業株式会社 Skin condition support system

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
NAKAGAWA, MAKI: "Smart skincare system: Remote skincare advice system using lifelogs", TRANSACTIONS OF INFORMATION PROCESSING SOCIETY OF JAPAN, vol. 52, no. 4, 15 April 2011 (2011-04-15), pages 1537 - 1551, XP058002488, ISSN: 1882-7837 *

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