KR20230141142A - Operating method of scalp tattoo simulation platform that analyzes user's face information and automatically recommends scalp tattoo simulation list based on augmented or virtual reality - Google Patents

Abstract

It provides a method of operating a scalp tattoo simulation platform that analyzes the user's face information and automatically recommends a list of scalp tattoo simulations based on augmented or virtual reality. The operating method of the scalp tattoo simulation platform includes the steps of a user terminal uploading face information to the main server; It may be characterized by including the step of the main server processing the face information and then providing a list of scalp tattoos made of augmented or virtual reality to the user terminal.

Description

Operating method of a scalp tattoo simulation platform that analyzes the user's face information and automatically recommends a scalp tattoo simulation list based on augmented or virtual reality BASED ON AUGMENTED OR VIRTUAL REALITY}

The present invention relates to a method of operating a scalp tattoo simulation platform that automatically recommends a scalp tattoo simulation list based on augmented or virtual reality by analyzing the user's face information.

Platform business has been active recently. For example, in addition to open market platforms that match sellers selling products with consumers (users) who want to purchase products, platforms applying digital technology are increasing in various fields.

Meanwhile, augmented reality (AR) is a technology that displays a 3D virtual image on a real image or background as a single image, and virtual reality (VR) is a technology that displays virtual images of all objects, backgrounds, and environments. As a technology that is used and demonstrated, it can provide the experiencer with a vivid experience that is no different from reality.

Meanwhile, the scalp tattooist is in charge of providing scalp tattoo treatment to the client by collecting the client's face information, such as the head, scalp, hair loss area, and hair loss progress level, and then planning a scalp tattoo simulation that matches the information.

Meanwhile, in the past, scalp tattoo procedures were operated in such a way that the tattoo artist simply created a scalp tattoo simulation list using only his or her experience or a photo of the model, the client selected a specific scalp tattoo from the list, and then the procedure was performed accordingly. .

However, in the existing method, in the process of selecting the scalp tattoo simulation list, the client is simply provided with the tattooist's experience rules and images of models different from the client, so it was not possible to accurately predict the scalp tattoo results, and as a result, the procedure was not performed in reality. After the process was completed, various problems were raised, such as the client raising a complaint because he or she was not satisfied with the scalp tattoo.

The problem to be solved by the present invention is to provide a method of operating a scalp tattoo simulation platform that analyzes the user's face information and automatically recommends a list of scalp tattoo simulations based on augmented or virtual reality.

The problems to be solved by the present invention are not limited to the problems mentioned above, and other problems not mentioned can be clearly understood by those skilled in the art from the description below.

The operating method of the scalp tattoo simulation platform of the present invention to solve the above-described problems includes the steps of a user terminal uploading face information to the main server; It may be characterized by including the step of the main server processing the face information and then providing a list of scalp tattoos made of augmented or virtual reality to the user terminal.

The user terminal transmitting satisfaction index information about the scalp tattoo list made of augmented or virtual reality to the main server; It may further include the step of the user terminal selecting and transmitting one of the augmented or virtual reality scalp tattoo lists to the main server and proceeding with the contract process.

The main server generates a list of scalp tattoos made of augmented or virtual reality by processing face information using first artificial intelligence learned from virtual data, and the main server creates a list of scalp tattoos made of face information and augmented or virtual reality. It may further include generating a second artificial intelligence by processing the list and satisfaction index information, and updating the first artificial intelligence using the second artificial intelligence.

In the operating method of the scalp tattoo simulation platform of the present invention, a list of scalp tattoo simulations is provided as augmented or virtual reality-based 3D images and videos in accordance with the client's face information, so that the client can use the scalp tattoo on his or her face after the actual scalp tattoo has been performed. There is an advantage in increasing satisfaction during the actual scalp tattoo procedure by intuitively experiencing the outline and atmosphere in advance as vividly as in reality.

In addition, the operating method of the scalp tattoo simulation platform of the present invention uses artificial intelligence to predict a scalp tattoo simulation list with a high satisfaction index to the client, so it has the advantage of providing a customized scalp tattoo simulation list to the client.

The effects of the present invention are not limited to the effects mentioned above, and other effects not mentioned will be clearly understood by those skilled in the art from the description below.

1 is a flowchart showing the process of operating the scalp tattoo simulation platform of the present invention.
Figure 2 is a block diagram showing the system used in the operating method of the scalp tattoo simulation platform of the present invention.
Figure 3 is a conceptual diagram explaining artificial intelligence used in the operating method of the scalp tattoo simulation platform of the present invention.

The advantages and features of the present invention and methods for achieving them will become clear by referring to the embodiments described in detail below along with the accompanying drawings. However, the present invention is not limited to the embodiments disclosed below and may be implemented in various different forms. The present embodiments are merely provided to ensure that the disclosure of the present invention is complete and to provide a general understanding of the technical field to which the present invention pertains. It is provided to fully inform the skilled person of the scope of the present invention, and the present invention is only defined by the scope of the claims.

The terminology used herein is for describing embodiments and is not intended to limit the invention. As used herein, singular forms also include plural forms, unless specifically stated otherwise in the context. As used in the specification, “comprises” and/or “comprising” does not exclude the presence or addition of one or more other elements in addition to the mentioned elements. Like reference numerals refer to like elements throughout the specification, and “and/or” includes each and every combination of one or more of the referenced elements. Although “first”, “second”, etc. are used to describe various components, these components are of course not limited by these terms. These terms are merely used to distinguish one component from another. Therefore, it goes without saying that the first component mentioned below may also be a second component within the technical spirit of the present invention.

Unless otherwise defined, all terms (including technical and scientific terms) used in this specification may be used with meanings commonly understood by those skilled in the art to which the present invention pertains. Additionally, terms defined in commonly used dictionaries are not interpreted ideally or excessively unless clearly specifically defined.

Hereinafter, the operating method 1000 of the scalp tattoo simulation platform of the present invention will be described with reference to the drawings. Figure 1 is a flowchart showing the process of the operating method of the scalp tattoo simulation platform of the present invention, Figure 2 is a block diagram showing the system used in the operating method of the scalp tattoo simulation platform of the present invention, and Figure 3 is the scalp tattoo simulation platform of the present invention. This is a conceptual diagram explaining the artificial intelligence used in the operation method of the tattoo simulation platform.

The operating method 1000 of the scalp tattoo simulation platform of the present invention can be performed within a system including the user terminal 10, the network 20, and the main server 30.

The user terminal 10 may be a terminal that provides a web page, app page (app list), program, or application related to the operating method 1000 of the scalp tattoo simulation platform of the present invention.

In this case, the user terminal 10 may be implemented as a computer that can access and connect to the main server 30 at a remote location through the network 20.

In detail, the user terminal 10 is a wireless communication device, including navigation, personal communication system (PCS), global system for mobile communications (GSM), personal digital cellular (PDC), personal handyphone system (PHS), and personal digital communication system (PDA). Assistant), IMT (International Mobile Telecommunication)-2000, CDMA (Code Division Multiple Access)-2000, W-CDMA (W-Code Division Multiple Access), Wibro (Wireless Broadband Internet) terminal, smartphone, smart pad It may include, but is not limited to, all types of handheld-based wireless communication devices such as smartpads and tablet PCs, and wired communication devices such as general desktop PCs.

The network 20 refers to a connection structure that allows information exchange between nodes such as the user terminal 10 and the main server 30. Examples of such networks include RF and 3rd Generation Partnership Project (3GPP) networks. , LTE (Long Term Evolution) network, 5GPP (5th Generation Partnership Project) network, WIMAX (World Interoperability for Microwave Access) network, Internet, LAN (Local Area Network), Wireless LAN (Wireless Local Area Network), WAN (Wide Area Network), PAN (Personal Area Network), Bluetooth network, NFC network, satellite broadcasting network, analog broadcasting network, DMB (Digital Multimedia Broadcasting) network, etc., but are not limited thereto.

The main server 30 may be a server that provides a web page, app page, program, or application related to the operating method 1000 of the scalp tattoo simulation platform of the present invention.

The operating method 1000 of the scalp tattoo simulation platform of the present invention includes the steps 100 of the user terminal 10 uploading face information to the main server 30; The main server 30 processes face information using first artificial intelligence and then provides a list of scalp tattoo simulations made of augmented or virtual reality to the user terminal 10 (200); A step (300) of the user terminal (10) transmitting satisfaction index information for a list of augmented or virtual reality scalp tattoo simulations to the main server (30); The user terminal 10 selects and transmits one of the augmented or virtual reality scalp tattoo simulation lists to the main server 30 and proceeds with the contract process (400); The main server 30 generates a second artificial intelligence by processing the scalp tattoo simulation list and satisfaction index information consisting of face information, augmented or virtual reality, and updating the first artificial intelligence using the second artificial intelligence ( 500); may include.

In the step 100 of the user terminal 10 uploading face information to the main server 30, the user (client) downloads the scalp tattoo simulation platform program, registers as a member, and then uploads his/her information, such as the shape of the head and scalp. This may be a step in which face information including the condition (dry, oily, etc.), hair loss area, and hair loss progress level is input and transmitted to the main server 30.

The main server 30 processes the face information using first artificial intelligence, and then provides a list of scalp tattoo simulations made of augmented or virtual reality to the user terminal 10 (step 200) in the main server 40. This may be a step where face information is processed using first artificial intelligence to select a list of various scalp tattoo simulations and provide augmented or virtual reality to the user.

That is, in the operating method 1000 of the scalp tattoo simulation platform of the present invention, when the user inputs his/her face information, the main server 30 provides information according to the user's head shape, scalp condition, hair loss area, and hair loss progress level. , A list of scalp tattoo simulations implemented under various conditions (tattoo area, tattoo density, hair style, etc.) can be provided to the client as an augmented or virtual reality-based 3D image or video. Accordingly, the client can see the actual scalp tattoo. There is an advantage in increasing satisfaction during the actual scalp tattoo procedure by intuitively experiencing the outline and atmosphere of one's face in advance as vividly as in reality.

In addition, the operation method 1000 of the scalp tattoo simulation platform of the present invention uses first artificial intelligence to predict a scalp tattoo simulation list with a high satisfaction index to the client, so there is an advantage of providing a customized scalp tattoo simulation list to the client. there is. Meanwhile, in the early stages of platform operation, the data available from the platform is limited, so there may be a problem of not securing enough datasets to train the first artificial intelligence. Accordingly, in the operating method 1000 of the scalp tattoo simulation platform of the present invention, a scalp tattoo simulation list can be generated by generating an artificial intelligence prediction algorithm with virtual data. A detailed explanation of generating the above-described first artificial intelligence algorithm will be described later.

The step 300 of transmitting the satisfaction index information about the scalp tattoo simulation list made of augmented or virtual reality from the user terminal 10 to the main server 30 is the step 300 of transmitting satisfaction index information about the scalp tattoo simulation list made up of augmented or virtual reality by the user to the main server 30. This may be a step to evaluate satisfaction. In this case, the satisfaction index information may be a natural number that absolutely evaluates the scalp tattoo simulation list provided from the main server 40, but is not limited to this. Meanwhile, the satisfaction index information provided by the user can be used as data to train the second artificial intelligence that updates the first artificial intelligence, which will be described later.

The step 400 in which the user terminal 10 selects and transmits one of the augmented or virtual reality scalp tattoo simulation lists to the main server 30 and proceeds with the contract process is the scalp tattoo provided by the user from the main server 40. This may be the step of selecting a specific scalp tattoo from the tattoo simulation list and entering into a contract to receive treatment services for it.

The main server 30 generates a second artificial intelligence by processing the scalp tattoo simulation list and satisfaction index information consisting of face information, augmented or virtual reality, and updating the first artificial intelligence using the second artificial intelligence ( 500) may be a step of updating the first artificial intelligence with the second artificial intelligence learned by the main server 40 based on the face information and the user's satisfaction index information for the scalp tattoo simulation list.

In other words, at the stage when the operation of the platform is stabilized, a new artificial intelligence prediction algorithm is used to update the above-described first artificial intelligence algorithm in real time by setting the face information, scalp tattoo simulation list, and satisfaction index information obtained by the platform itself as datasets. You can continuously create an updated list of scalp tattoo simulations. A detailed explanation of generating the above-described second artificial intelligence algorithm will be described later.

Hereinafter, the artificial intelligence used in the operating method 1000 of the scalp tattoo simulation platform of the present invention will be described in detail. Artificial Intelligence (AI) is a field of computer engineering and information technology that realizes human learning ability, reasoning ability, perception ability, and natural language understanding ability through computer programs. In particular, supervised learning, which is used in the most fields of artificial intelligence, is a method of predicting future values using training data containing the correct answer (Label).

For reference, machine learning can be defined as a methodology that gives computers the ability to learn on their own without being explicitly programmed. This is a method that allows a program to learn data patterns on its own based on data. Machine learning is divided into supervised learning and unsupervised learning, depending on whether the correct answer is specified in the data required for learning. Classification divides the data into a finite number of categories depending on the purpose of use, and continuous learning. It is divided into Regression, which maps to values, Clustering, which groups similar data, and Dimension Reduction, which maps multi-dimensional data into representative lower dimensions.

Deep learning is one of the machine learning techniques that has dramatically improved the performance of machine learning, which had been stagnant for a while. Deep learning is a methodology based on the Artificial Neural Network (ANN) algorithm that mimics the overlap of synapses in the human brain structure. , The deep learning structure is a deep neural network (DNN) with multiple hidden layers between the input layer and the output layer, and a filter required for factor extraction in front of the hidden layer. It can include a convolutional neural network (CNN) that learns filters together, and a recurrent neural network (RNN) that can process time series data by stacking artificial neural networks at each time. Here, the high performance of the deep learning model is explained in two ways. First, the Inkyung Neural Network is a universal approximator that can approximate all types of functions by overlapping the weighted sum of the functions in each layer, if sufficiently general data is given. Data can be simulated with high accuracy. Second, in order to properly classify data, it is important to properly extract factors representing the data, and optimal factors can be extracted through filter learning using a convolutional neural network. In addition, deep learning is a developed form of a model in the field of artificial intelligence called a neural network, and the internal layer (hidden layer) of the hierarchical artificial neural network is composed of several stages. Recent deep learning models have increased internal layers, so the number of weights (meaning connection strength) connecting nodes can reach up to billions.

In the operating method 1000 of the scalp tattoo simulation platform of the present invention, there is insufficient data to learn artificial intelligence at the beginning of the operation of the platform, so the main server 30 uses virtual face information as a label value to classify virtual face information by the administrator. Using the first artificial intelligence that learned the dataset with the scalp tattoo simulation list set as the feature value, the scalp tattoo simulation list can be generated by inputting the face information input by the actual user terminal 10.

In this case, the virtual face information may include, but is not limited to, the shape of the virtual head, the condition of the scalp (dry, oily, etc.), the hair loss area, and the degree of hair loss progress. The virtual scalp tattoo simulation list is an augmented or virtual reality-based tattoo implemented under various conditions (tattoo area, tattoo density, hair style, etc.) in accordance with the virtual user's head shape, scalp condition, hair loss area, and hair loss progress level. It may include information about 3D images or videos, but is not limited to this.

Accordingly, the main server 30 trains artificial intelligence with virtual face information (label value) and a virtual scalp tattoo simulation list (feature value), and when an actual user inputs event information, a scalp tattoo simulation list is matched. The first artificial intelligence prediction algorithm that outputs can be created.

Furthermore, in the operating method 1000 of the scalp tattoo simulation platform of the present invention, when the operation of the platform is stabilized, the second artificial intelligence learns artificial intelligence with data generated within the platform itself and provides feedback to the above-described first artificial intelligence algorithm. By creating a prediction algorithm, the first artificial intelligence algorithm can be updated in real time.

In detail, the main server 30 requests specific face information using a second artificial intelligence that learned the face information accumulated by multiple users and the scalp tattoo simulation list as a label value and the satisfaction index information as a feature value. When recommending a specific scalp tattoo simulation list to a user, the satisfaction index felt by the user can be predicted. Accordingly, in order to train the first artificial intelligence, the main server 30 inputs the virtual face information and the virtual scalp tattoo simulation list set by the existing administrator as label values to the second artificial intelligence, and the user's satisfaction with this is evaluated. Index information can be predicted. Next, the main server 30 inputs satisfaction derived from a plurality of datasets about the virtual face information and the virtual scalp tattoo simulation list set by the administrator to train the first artificial intelligence to the second artificial intelligence. The first artificial intelligence can be updated in real time by excluding datasets whose index information value is less than the average value of the preset satisfaction index (average value of the satisfaction index evaluated by multiple actual users) from the dataset for training the first artificial intelligence. You can. In this case, the first artificial intelligence continuously receives and learns virtual face information and a virtual scalp tattoo simulation list newly set by the administrator, so there is no absence of learning data and it can evolve to suit the user.

The operating method 1000 of the scalp tattoo simulation platform of the present invention described above may be implemented as a program (or application) to be executed in combination with a server, which is hardware, and stored in a medium.

The above-mentioned program is C, C++, JAVA, machine language, etc. that can be read by the processor (CPU) of the computer through the device interface of the computer in order for the computer to read the program and execute the methods implemented in the program. It may include code coded in a computer language. These codes may include functional codes related to functions that define the necessary functions for executing the methods, and control codes related to execution procedures necessary for the processor of the computer to execute the functions according to predetermined procedures. It can be included. In addition, this code may further include a memory reference-related code that determines from which location (address address) in the computer's internal or external memory additional information or media required for the computer's processor to execute the above functions should be referenced. You can. In addition, if the computer's processor needs to communicate with any other remote computer or server in order to execute the above functions, the code uses the computer's communication module to determine how to communicate with any other remote computer or server. It may further include communication-related codes regarding whether communication should be performed and what information or media should be transmitted and received during communication.

The storage medium refers to a medium that stores data semi-permanently and can be read by a device, rather than a medium that stores data for a short period of time, such as a register, cache, or memory. Specifically, examples of the storage medium include ROM, RAM, CD-ROM, magnetic tape, floppy disk, optical data storage device, etc., but are not limited thereto. That is, the program may be stored in various recording media on various servers that the computer can access or in various recording media on the user's computer. Additionally, the medium may be distributed to computer systems connected to a network, and computer-readable code may be stored in a distributed manner.

The steps of the method or algorithm described in connection with the embodiment of the present invention may be implemented directly in hardware, implemented as a software module executed by hardware, or a combination thereof. The software module may be RAM (Random Access Memory), ROM (Read Only Memory), EPROM (Erasable Programmable ROM), EEPROM (Electrically Erasable Programmable ROM), Flash Memory, hard disk, removable disk, CD-ROM, or It may reside in any form of computer-readable recording medium well known in the art to which the present invention pertains.

Above, embodiments of the present invention have been described with reference to the attached drawings, but those skilled in the art will understand that the present invention can be implemented in other specific forms without changing its technical idea or essential features. You will be able to understand it. Therefore, the embodiments described above should be understood in all respects as illustrative and not restrictive.

Claims (3)

Uploading face information from the user terminal to the main server; and
A method of operating a scalp tattoo simulation platform comprising the step of the main server processing face information and then providing a list of augmented or virtual reality scalp tattoos to the user terminal.
According to paragraph 1,
The user terminal transmitting satisfaction index information about the scalp tattoo list made of augmented or virtual reality to the main server; and
A method of operating a scalp tattoo simulation platform further comprising the step of the user terminal selecting and transmitting one of the augmented or virtual reality scalp tattoo lists to the main server and proceeding with a contract process.
According to paragraph 2,
The main server processes face information using first artificial intelligence learned from virtual data to generate a list of scalp tattoos in augmented or virtual reality,
The main server generates a second artificial intelligence by processing the scalp tattoo list and satisfaction index information consisting of face information and augmented or virtual reality, and further includes the step of updating the first artificial intelligence using the second artificial intelligence. A method of operating a scalp tattoo simulation platform, characterized in that: