Apparatus and method for generating clothing product sales document on basis of artificial intelligence

Abstract

The present invention relates to an apparatus and a method for generating a clothing product sales document on the basis of artificial intelligence. The apparatus comprises: a clothing product image processing unit for receiving a clothing product image for a clothing product to be sold; a clothing product description information processing unit for receiving clothing product description information for the clothing product to be sold; and a clothing product sales promotion document generation unit for generating a clothing product sales promotion document by inputting the clothing product image and the clothing product description information into a clothing product description model.

Description

AI-based clothing product sales document generation device and method

[0001] The present invention relates to an artificial intelligence-based device and method for generating sales documents for clothing products, and more specifically, to an artificial intelligence-based device and method for generating sales documents for clothing products that can implement an automatic text generation function for sales of clothing products by utilizing generative artificial intelligence.

[0002] As the e-commerce market grows rapidly, efficiently creating and managing product detail pages has emerged as a critical challenge for the industry (Zhang, 2022). In particular, for clothing products, complex processes such as product photography, detailed descriptions, and editing various size and color options are required, consuming significant time and labor. This leads to decreased productivity and increased costs for sellers, and consequently, there is a concern that the quality and quantity of information provided to consumers may deteriorate.

[0003] Recent advancements in artificial intelligence technology, particularly generative AI, present new possibilities for solving these problems. Large Language Models (LLMs), such as Chat GPT and Claude AI, have seen rapid improvements in natural language processing capabilities, enabling the generation of high-quality text with minimal human intervention (Akiyo, 2023). Therefore, it is expected that utilizing these technologies to automate the process of creating product detail pages will significantly improve the efficiency of sellers and allow for the consistent provision of high-quality product information.

[0004] One embodiment of the present invention aims to provide an artificial intelligence-based clothing product sales document generation device and method capable of providing clothing product images and clothing product description information for clothing products to be sold.

[0005] One embodiment of the present invention aims to provide an artificial intelligence-based clothing product sales document generation device and method capable of generating a clothing product sales promotion document based on clothing product images and clothing product description information.

[0006] One embodiment of the present invention aims to provide an artificial intelligence-based clothing product sales document generation device and method capable of detecting clothing model objects in clothing model fitting shots and analyzing the attributes of clothing model objects to generate clothing product description information in advance.

[0007] Among the embodiments, an artificial intelligence-based clothing product sales document generation device includes: a clothing product image processing unit that receives a clothing product image for a clothing product to be sold; a clothing product description information processing unit that receives clothing product description information for the clothing product to be sold; and a clothing product sales promotion document generation unit that inputs the clothing product image and the clothing product description information into a clothing product description model to generate a clothing product sales promotion document.

[0008] The above clothing product image processing unit can receive a fitting shot of a clothing model wearing the above clothing product to be sold as the clothing product image.

[0009] The above clothing product description information processing unit can detect a clothing product object in the clothing product image and analyze the attributes of the clothing product object to generate the clothing product description information in advance.

[0010] When the above clothing product description information processing unit receives a fitting shot of a clothing model wearing the above clothing product to be sold as an image of the clothing product, it can detect a clothing model object in the clothing model fitting shot and analyze the attributes of the clothing model object to generate the above clothing product description information in advance.

[0011] The above clothing product description information processing unit can receive the above clothing product description information by item of the clothing product metadata that is dynamically generated by analyzing the above clothing product to be sold.

[0012] The above clothing product sales promotion document generation unit can generate the above clothing product description model through GPT (Generative Pretrained Transformer)-based reference promotion document training.

[0013] The above clothing product sales promotion document generation unit can generate the above clothing product sales promotion document by selecting promotion keywords through the above clothing product description model in a direction that increases the consistency between the above clothing product image and the above clothing product description information.

[0014] Among the embodiments, a method for generating a clothing product sales document based on computer-executable generative artificial intelligence, performed by a processor of a clothing modeling device, comprises: a clothing product image processing step for receiving a clothing product image for a clothing product to be sold; a clothing product description information processing step for receiving clothing product description information for the clothing product to be sold; and a clothing product sales promotion document generation step for generating a clothing product sales promotion document by inputting the clothing product image and the clothing product description information into a clothing product description model.

[0015] The disclosed technology may have the following effects. However, this does not mean that a specific embodiment must include all of the following effects or only the following effects; therefore, the scope of the rights of the disclosed technology should not be understood as being limited by this.

[0016] An artificial intelligence-based clothing product sales document generation device and method according to one embodiment of the present invention can provide clothing product images and clothing product description information for clothing products to be sold.

[0017] An artificial intelligence-based clothing product sales document generation device and method according to one embodiment of the present invention can generate a clothing product sales promotion document based on clothing product images and clothing product description information.

[0018] An artificial intelligence-based clothing product sales document generation device and method according to one embodiment of the present invention can detect a clothing model object in a clothing model fitting shot and analyze the attributes of the clothing model object to generate clothing product description information in advance.

[0019] FIG. 1 is a drawing illustrating a clothing product sales document generation system according to the present invention.

[0020] Figure 2 is a diagram illustrating the system configuration of the clothing product sales document generation device of Figure 1.

[0021] Figure 3 is a diagram illustrating the configuration of the clothing product sales document generation device of Figure 1.

[0022] FIG. 4 is a flowchart illustrating the functional configuration of a clothing product sales document generation device according to the present invention.

[0023] FIG. 5 is a drawing illustrating an embodiment of a clothing product sales document generation device according to the present invention.

[0024] FIG. 6 is a drawing illustrating an embodiment of a clothing product image of a clothing product sales document generation device according to the present invention.

[0025] The description of the present invention is merely an example for structural or functional explanation, and therefore the scope of the present invention should not be interpreted as being limited by the examples described in the text. That is, since the examples are subject to various modifications and may take various forms, the scope of the present invention should be understood to include equivalents capable of realizing the technical concept. Furthermore, the objectives or effects presented in the present invention do not imply that a specific example must include all of them or only such effects; therefore, the scope of the present invention should not be understood as being limited by them.

[0026] Meanwhile, the meaning of the terms described in this application should be understood as follows.

[0027] Terms such as "first," "second," etc., are intended to distinguish one component from another, and the scope of rights shall not be limited by these terms. For example, the first component may be named the second component, and similarly, the second component may be named the first component.

[0028] When it is stated that one component is "connected" to another component, it should be understood that it may be directly connected to that other component, or that there may be other components in between. Conversely, when it is stated that one component is "directly connected" to another component, it should be understood that there are no other components in between. Meanwhile, other expressions describing the relationships between components, such as "between" and "exactly between," or "adjacent to" and "directly adjacent to," should be interpreted in the same way.

[0029] A singular expression should be understood to include a plural expression unless the context clearly indicates otherwise, and terms such as "include" or "have" are intended to specify the existence of the implemented features, numbers, steps, actions, components, parts, or combinations thereof, and should be understood not to preclude the existence or addition of one or more other features, numbers, steps, actions, components, parts, or combinations thereof.

[0030] In each step, identifiers (e.g., a, b, c, etc.) are used for convenience of explanation and do not describe the order of the steps; the steps may occur differently from the specified order unless a specific order is clearly indicated in the context. That is, the steps may occur in the same order as specified, may be performed substantially simultaneously, or may be performed in the reverse order.

[0031] The present invention may be implemented as computer-readable code on a computer-readable recording medium, and the computer-readable recording medium includes all types of recording devices in which data that can be read by a computer system is stored. Examples of computer-readable recording media include ROM, RAM, CD-ROM, magnetic tape, floppy disk, optical data storage device, etc. Additionally, the computer-readable recording medium may be distributed across networked computer systems, so that computer-readable code can be stored and executed in a distributed manner.

[0032] Unless otherwise defined, all terms used herein have the same meaning as generally understood by those skilled in the art to which this invention pertains. Terms defined in commonly used dictionaries should be interpreted as having meanings consistent with the context of the relevant technology and should not be interpreted as having an ideal or overly formal meaning unless explicitly defined in this application.

[0033] FIG. 1 is a drawing illustrating a clothing product sales document generation system according to the present invention.

[0034] Referring to FIG. 1, the clothing product sales document generation system (100) may include a user terminal (110), a clothing product sales document generation device (130), and a database (150).

[0035] A user terminal (110) may be connected to a clothing product sales document generation device (130) via a network, receive a clothing product sales document generation service provided by the clothing product sales document generation device (130), and may be a computing terminal operated by a user. Here, the user may be a seller who intends to sell clothing products, but is not necessarily limited thereto, and may be a buyer who intends to purchase clothing products after checking information about clothing products generated based on the clothing product sales document generation device according to the present invention.

[0036] The user terminal (110) may be composed of a single or multiple units, and if composed of multiple units, it may include a first user terminal, a second user terminal, ..., and the nth (n is a natural number) user terminal. For example, the user terminal (110) may be implemented as a smartphone, laptop, or computer that can be operated in connection with the clothing product sales document generation device (130), but is not necessarily limited thereto and may be implemented as various devices including a tablet PC, etc.

[0037] Additionally, a user terminal (110) may be connected to a clothing product sales document generating device (130) via a network, and multiple user terminals (110) may be connected to the clothing product sales document generating device (130) simultaneously. The user terminal may install and execute a dedicated program or application for linking with the clothing product sales document generating device (130). For example, the user terminal (110) may provide text, video, and images regarding clothing products to the clothing product sales document generating device (130) through the dedicated program or application. Additionally, the user terminal (110) may receive sales information regarding clothing products, including the price, size, material, and seller information of the clothing products, from the clothing product sales document generating device (130) through the dedicated program or application.

[0038] The clothing product sales document generation device (130) may be implemented as a server corresponding to a computer or program that performs an artificial intelligence-based clothing product sales document generation service according to the present invention. For example, the clothing product sales document generation device (130) may be implemented as a server that provides text, video, and images regarding a clothing model and a clothing model wearing a clothing product to be sold to a user terminal (110), and may enable each step of the generative artificial intelligence-based clothing modeling method according to the present invention to be performed on the server. The clothing product sales document generation device (130) may be connected to the user terminal (110) via a wired network or a wireless network such as Bluetooth, WiFi, or LTE, and may transmit and receive data with the user terminal (110) through the wired and wireless network.

[0039] Additionally, the clothing product sales document generation device (130) may be implemented to operate in connection with an independent external system (not shown in FIG. 1). For example, the clothing product sales document generation device (130) may operate in conjunction with a clothing product sales document generation service system that provides a clothing product trading platform that provides sales information about clothing products to users.

[0040] The database (150) may correspond to a storage device that stores various information required during the operation of the clothing product sales document generation device (130). For example, the database (150) may store clothing products to be sold, images of clothing products, description information of clothing products, and user information, but is not necessarily limited thereto. Here, the clothing product image may correspond to an image taken of a specific object, such as a person or a mannequin, wearing clothing, and is not necessarily limited thereto, but may correspond to an image or video that further includes length information including the length and width of the clothing product, material information, and size information. Additionally, the clothing product image may correspond to an image or video in which a specific clothing item is visually represented. User information may include an ID and password for linking with the clothing product sales document generation device (130), and is not necessarily limited thereto, but may further include images and videos provided to the clothing product sales document generation device (130).

[0041] In FIG. 1, the database (150) is shown as a device independent of the clothing product sales document generation device (130), but is not necessarily limited thereto and can be implemented by being included in the clothing product sales document generation device (130).

[0042] Figure 2 is a diagram illustrating the system configuration of the clothing product sales document generation device of Figure 1.

[0043] Referring to FIG. 2, the clothing product sales document generation device (130) may include a processor (210), memory (230), user input / output unit (250) and network input / output unit (270).

[0044] The processor (210) can execute a clothing product sales document generation service procedure according to an embodiment of the present invention, manage memory (230) that is read or written during this process, and schedule the synchronization time between volatile memory and non-volatile memory in memory (230). The processor (210) can control the overall operation of the clothing product sales document generation device (130) and can control the data flow between the memory (230), user input / output unit (250), and network input / output unit (270) by being electrically connected to them. The processor (210) can be implemented as a CPU (Central Processing Unit) or GPU (Graphics Processing Unit) of the clothing product sales document generation device (130).

[0045] The memory (230) may include an auxiliary storage device implemented as non-volatile memory such as an SSD (Solid State Disk) or HDD (Hard Disk Drive) and used to store all data required for the clothing product sales document generation device (130), and may include a main memory device implemented as volatile memory such as RAM (Random Access Memory). Additionally, the memory (230) may store a set of instructions that execute the clothing product sales document generation method according to the present invention by being executed by an electrically connected processor (210).

[0046] The user input / output unit (250) includes an environment for receiving user input and an environment for outputting specific information to the user, and may include an input device including an adapter such as a touch pad, touch screen, virtual keyboard, or pointing device, and an output device including an adapter such as a monitor or touch screen. In one embodiment, the user input / output unit (250) may correspond to a computing device connected via remote access, and in such case, the clothing product sales document generation device (130) may be performed as an independent server.

[0047] The network input / output unit (270) provides a communication environment for connecting to a user terminal (110) through a network and may include an adapter for communication such as a LAN (Local Area Network), MAN (Metropolitan Area Network), WAN (Wide Area Network), and VAN (Value Added Network). Additionally, the network input / output unit (270) may be implemented to provide short-range communication functions such as WiFi and Bluetooth, or wireless communication functions of 4G or higher, for wireless transmission of learning data.

[0048] Figure 3 is a diagram illustrating the configuration of the clothing product sales document generation device of Figure 1.

[0049] Referring to FIG. 3, the clothing modeling device (130) may include a clothing product image processing unit (310), a clothing product description information processing unit (330), a clothing product sales promotion document generation unit (350), and a control unit (370).

[0050] The clothing product sales document generation device (130) does not necessarily have to include all of the above functional configurations simultaneously, and depending on each embodiment, some of the above configurations may be omitted, or some or all of the above configurations may be selectively included. Additionally, the clothing product sales document generation device (130) may be implemented as an independent module that selectively includes some of the above configurations, and the clothing product sales document generation method according to the present invention may be performed through the interlocking of each module. The operation of each configuration is described in detail below.

[0051] The clothing product image processing unit (310) can receive clothing product images for clothing products to be sold. Here, the clothing product to be sold may correspond to clothing products that the user intends to sell, and may correspond to clothing products sold in online shopping malls, etc., without being limited thereto. The clothing product image processing unit (310) can receive at least one clothing product image for clothing products to be sold from the user terminal (110). Here, the clothing product image processing unit (310) can classify clothing product images from the user terminal (110) by category and store them in the database (150). For example, the clothing product image processing unit (310) can classify clothing product images by category such as T-shirts, shirts, blouses, jackets, coats, pants, and skirts according to the type of clothing product to be sold, and may store them in the database (150) by classifying them by season, style, material, color, age group, and brand, without being limited thereto.

[0052] In one embodiment, the clothing product image processing unit (310) can receive a fitting shot of a clothing model wearing a clothing product to be sold as a clothing product image. Here, the clothing product image processing unit (310) can receive fitting shots of a clothing model wearing a clothing product to be sold from various angles from the user terminal (110). For example, the clothing product image processing unit (310) can receive a clothing model fitting shot including a front, side, back, and 45-degree angle as a clothing product image and provide the overall shape of the clothing to the user. The clothing product image processing unit (310) is not necessarily limited to this and can receive a 360-degree rotated image of the clothing product through the user terminal (110) and provide an around view of the clothing model fitting shot.

[0053] Additionally, the clothing product image processing unit (310) may provide an interface to the user terminal (110) for selecting a clothing model during the process of receiving a fitting shot of a clothing model wearing a clothing product to be sold. Here, the clothing product image processing unit (310) may change the clothing model applied to a specific clothing product to be sold by providing the user terminal (110) with an interface for selecting a clothing model that includes ordinary people, fashion models, plus-size models, and models by age group. Through this, the clothing product image processing unit (310) may provide information on the clothing product to be sold to the user, to which a clothing model having a body shape and size suitable for the user is applied.

[0054] The clothing product description information processing unit (330) can receive clothing product description information for clothing products to be sold. Here, the clothing product description information may correspond to a comment describing the clothing product, but is not necessarily limited thereto and may further include product name, brand name, material, size, color, style, care method, country of origin, and price information. The clothing product description information processing unit (330) can receive a comment regarding the clothing product to be sold from the user terminal (110) and add the comment to the description information of the clothing product to be sold. For example, the clothing product description information processing unit (330) can provide an interface to the user terminal (110) for entering clothing product description information including product name, brand name, material, size, color, style, care method, country of origin, and price information, and receive a response to the clothing product description information and add it to the existing description information of the clothing product to be sold. Additionally, the clothing product description information processing unit (330) is not necessarily limited to this and can receive a review of the usage experience of a specific clothing product for sale from a user terminal (110) and add it to the existing description information of the clothing product for sale.

[0055] In one embodiment, the clothing product description information processing unit (330) receives a tag for a clothing product to be sold from a user terminal (110) and can utilize it in the process of searching for the clothing product to be sold. Here, the tag may correspond to a keyword or short phrase related to a specific clothing product, and is not necessarily limited thereto, but may correspond to metadata that enables classification and searching for a specific clothing product. The clothing product description information processing unit (330) can add a tag for a specific clothing product to be sold received through the user terminal (110) to the clothing product description information. For example, by adding tags such as "casual," "summer," "cotton material," "slim fit," and "black" to the clothing product description information, the clothing product description information processing unit (330) can provide a list of clothing products related to the tag when a user searches for a clothing product related to the tag.

[0056] In one embodiment, the clothing product description information processing unit (330) can detect clothing product objects in a clothing product image and analyze the attributes of the clothing product objects to generate clothing product description information in advance. Here, the clothing product objects may correspond to specific clothing items identified in the clothing image, for example, may correspond to clothing categories including shirts, pants, and dresses. Additionally, the attributes of the clothing product objects may correspond to the style, material, color, pattern, design, and size of the clothing product. The clothing product description information processing unit (330) can detect at least one clothing product object from a clothing product image based on a deep learning model including YOLO (You Only Look Once), Faster R-CNN (Region-Based Convolutional Neural Networks), and SSD (Single Shot Multibox Detector). For example, the clothing product description information processing unit (330) can detect clothing product features including the shape, color, and pattern of the clothing product from the clothing product image through a deep learning model and perform learning on the clothing product features.

[0057] In one embodiment, the clothing product description information processing unit (330) can generate a tag according to the clothing product object attribute and add it to the clothing product description information during the process of analyzing the clothing product object attribute of a specific clothing product image. Here, the clothing product description information processing unit (330) can generate a tag according to the clothing product feature identified in the clothing product image based on a deep learning model. In one embodiment, the clothing product description information processing unit (330) can generate a tag related to the feature of the clothing product and add it to the clothing product description information, thereby enabling the user to perform a search for clothing products based on the feature of the clothing product based on the tag. Through this, the clothing product description information processing unit (330) can enable the user to perform a search for clothing products based on specific clothing product object attributes or to perform filtering.

[0058] In one embodiment, when a clothing product description information processing unit (330) receives a clothing model fitting shot of a clothing model wearing a clothing product to be sold as a clothing product image, it can detect a clothing model object in the clothing model fitting shot and analyze the attributes of the clothing model object to generate clothing product description information in advance. Here, the clothing product description information processing unit (330) can identify clothing model object attributes including the gender, body shape, pose, skin tone, and face shape of the clothing model from the clothing model fitting shot. Accordingly, the clothing product description information processing unit (330) can automatically generate clothing product description information based on the attributes of the clothing model, thereby enabling the user to search for a clothing model similar to their body shape and style.

[0059] In one embodiment, the clothing product description information processing unit (330) may receive clothing product description information by item of clothing product metadata that is dynamically generated by analyzing based on clothing products to be sold. Here, the clothing product metadata may correspond to a data set containing various information about a specific clothing product, and may include, for example, attributes, characteristics, and categories of the clothing product. For example, the clothing product description information processing unit (330) may extract information such as the color, material, style, and fit of the clothing product based on clothing product description information generated based on a clothing product image and determine it as a metadata item. In addition, the clothing product description information processing unit (330) may extract clothing model object attributes including the gender, body shape, pose, skin tone, and face shape of the clothing model based on a clothing product fitting shot and determine it as a metadata item. In one embodiment, the clothing product description information processing unit (330) may automatically generate clothing product description information based on at least one metadata item. Here, the clothing product description information processing unit (330) may extract attributes of the clothing product from a clothing product image, convert them into metadata items, and update them in real time.

[0060] The clothing product sales promotion document generation unit (350) can generate a clothing product sales promotion document by inputting clothing product images and clothing product description information into a clothing product description model. Here, the clothing product description model may correspond to an artificial intelligence model that automatically generates clothing product description information. The clothing product sales promotion document generation unit (350) can generate text regarding clothing product description information based on clothing product images and clothing product description information. In one embodiment, the clothing product sales promotion document generation unit (350) can analyze key characteristics of clothing products, including color, style, fit, etc., based on an artificial intelligence model and write sentences suitable for a clothing product sales promotion document.

[0061] In one embodiment, the clothing product sales promotion document generation unit (350) can generate a clothing product description model through learning a reference promotion document based on GPT (Generative Pre-trained Transformer). Here, GPT may correspond to a language model developed by OpenAI and may correspond to an artificial intelligence model that performs text generation for generating clothing product sales promotion documents. The clothing product sales promotion document generation unit (350) can perform learning of a reference promotion document containing text examples for promoting clothing products based on GPT. In one embodiment, the clothing product sales promotion document generation unit (350) can learn a reference promotion document containing the name, price, characteristics, advantages, and discount information of clothing products based on GPT and generate a clothing product description model.

[0062] In one embodiment, the clothing product sales promotion document generation unit (350) can generate a clothing product sales promotion document by selecting promotion keywords in a way that increases the consistency between the clothing product image and the clothing product description information through a clothing product description model. Here, the clothing product sales promotion document generation unit (350) can improve consistency by comparing and analyzing the clothing product image and the clothing product description information. For example, the clothing product sales promotion document generation unit (350) can check whether the external characteristics of the clothing product image, such as color, design, fit, and material, match the information such as color, design, and material mentioned in the clothing product description information by comparing the clothing product description information with the external characteristics of the clothing product image, such as color, design, fit, and material. In one embodiment, the clothing product sales promotion document generation unit (350) can correct discrepancies between the clothing product image and the clothing product description information by performing a consistency review between the clothing product image and the clothing product description information.

[0063] The control unit (370) controls the overall operation of the clothing product sales document generation device (130) and can manage the control flow or data flow between the clothing product image processing unit (310), the clothing product description information processing unit (330), and the clothing product sales promotion document generation unit (350).

[0064] FIG. 4 is a flowchart illustrating the functional configuration of a clothing product sales document generation device according to the present invention.

[0065] Referring to FIG. 4, the clothing product sales document generation device (130) can receive a clothing product image of a clothing product to be sold based on the clothing product image processing unit (310) (step S410). The clothing product sales document generation device (130) can receive clothing product description information of a clothing product to be sold through the clothing product description information processing unit (330) (step S430).

[0066] The clothing product sales document generation device (130) can generate a clothing product sales promotion document by inputting clothing product images and clothing product description information into a clothing product description model through the clothing product sales promotion document generation unit (350) (step S450). Here, the clothing product sales document generation device (130) can generate text regarding clothing product images and clothing product description information based on the clothing product description model and generate a clothing product sales promotion document.

[0067] FIG. 5 is a drawing illustrating an embodiment of a clothing product sales document generation device according to the present invention.

[0068] In FIG. 5, the clothing product sales document generation device (130) can receive a clothing product image regarding a clothing product to be sold from a user terminal (110). Here, the clothing product sales document generation device (130) can extract clothing product description information including description, gender, age group, tone of voice, material, style, season, etc. from the received clothing product image and store it in a database (150). Additionally, the clothing product sales document generation device (130) can receive a response regarding the clothing product description information through an interface provided to the user terminal (110) and add it to the existing description information of the clothing product to be sold.

[0069] Next, the clothing product sales document generation device (130) can generate text regarding clothing product images and clothing product description information based on a clothing product description model and generate a clothing product sales promotion document. Here, the clothing product sales document generation device (130) can learn a reference promotion document for the promotion of clothing products based on GPT and generate a clothing product sales promotion document. For example, the clothing product sales document generation device (130) can compare and analyze clothing product images and clothing product description information and perform a consistency review to correct discrepancies between clothing product images and clothing product description information. Next, the clothing product sales document generation device (130) can provide a clothing product sales promotion document containing clothing product descriptions to a user terminal (110).

[0070] FIG. 6 is a drawing illustrating an embodiment of a clothing product image of a clothing product sales document generation device according to the present invention.

[0071] In FIG. 6, the clothing product sales document generation device (130) can provide a clothing product fitting shot for at least one clothing product to be sold. Here, the clothing product sales document generation device (130) can provide a separate interface to allow the user terminal (110) to select a clothing model. Through this, the clothing product sales document generation device (130) can provide the user with clothing products to be sold that have various body types and sizes applied by applying the clothing model selected by the user terminal (110) to the clothing products to be sold.

[0072] Next, the clothing product sales document generation device (130) can measure the size of the clothing product to be sold. Here, the clothing product sales document generation device (130) can also adjust the size of the clothing product to be sold through a separate interface. For example, the clothing product sales document generation device (130) can adjust the size of the clothing product to be sold through an interface such as a mouse cursor, but is not necessarily limited thereto. In one embodiment, the clothing product sales document generation device (130) can remove the background of the clothing product to be sold or replace the background by providing at least one candidate background image.

[0073] The clothing product sales document generation device (130) can provide an interface to input clothing product description information, including a brief description, gender, target age group, tone of voice, material, style, and season, to the user terminal (110). Here, the clothing product sales document generation device (130) can receive a response regarding the clothing product description information from the user terminal (110) and add it to the existing description information of the clothing product to be sold. Additionally, the clothing product sales document generation device (130) can generate a clothing product description model based on GPT and input clothing product images and clothing product description information into the clothing product description model to automatically generate text regarding the clothing product description information. Here, the clothing product sales document generation device (130) can perform a consistency review of the automatically generated clothing product description information and correct discrepancies between the clothing product images and the clothing product description information. The clothing product sales document generation device (130) can generate a clothing product sales promotion document and provide it to the user terminal (110).

[0074] Although the present invention has been described above with reference to preferred embodiments, those skilled in the art will understand that various modifications and changes can be made to the invention without departing from the spirit and scope of the invention as described in the following claims.

[0075] The best mode for carrying out the invention, including the mode for carrying out the invention, has been discussed.

Claims

1. A clothing product image processing unit that receives a clothing product image for a clothing product to be sold; A clothing product description information processing unit that receives clothing product description information for the above-mentioned clothing product to be sold; and An artificial intelligence-based clothing product sales document generation device comprising a clothing product sales promotion document generation unit that generates a clothing product sales promotion document by inputting the clothing product image and the clothing product description information into a clothing product description model.

2. In paragraph 1, the clothing product image processing unit An AI-based clothing product sales document generation device characterized by receiving a fitting shot of a clothing model wearing the clothing product to be sold as an image of the clothing product.

3. In paragraph 1, the clothing product description information processing unit An AI-based clothing product sales document generation device characterized by detecting a clothing product object in the clothing product image and analyzing the attributes of the clothing product object to generate the clothing product description information in advance.

4. In paragraph 1, the clothing product description information processing unit An AI-based clothing product sales document generation device characterized by detecting a clothing model object in a clothing model fitting shot and analyzing the attributes of the clothing model object to generate clothing product description information in advance when a clothing model fitting shot of the clothing product to be sold is received as a clothing product image.

5. In paragraph 1, the clothing product description information processing unit An AI-based clothing product sales document generation device characterized by receiving the above clothing product description information by item of clothing product metadata that is dynamically generated by analyzing the above clothing product to be sold.

6. In paragraph 1, the clothing product sales promotion document generating unit An artificial intelligence-based clothing product sales document generation device characterized by generating the above clothing product description model through GPT (Generative Pre-trained Transformer)-based reference promotion document learning.

7. In paragraph 1, the clothing product sales promotion document generating unit An AI-based clothing product sales document generation device characterized by generating a clothing product sales promotion document by selecting promotion keywords in a way that increases the consistency between the clothing product image and the clothing product description information through the clothing product description model.

8. A clothing product image processing step for receiving a clothing product image for a clothing product to be sold; A clothing product description information processing step for receiving clothing product description information for the above-mentioned clothing product to be sold; and A method for generating a clothing product sales document based on computer-executable generative artificial intelligence, comprising a step of generating a clothing product sales promotion document by inputting the clothing product image and the clothing product description information into a clothing product description model to generate a clothing product sales promotion document.

Images