A method and system for generating personalized customization of artistic souvenirs

Abstract

The present invention belongs to the technical field of artwork customization, and discloses a method for generating personalized customization of art souvenirs, the method comprising: S1, receiving personalized input; S2, providing style and carrier selection; S3, designing a generation model; S4, pre-selecting a model; S5, selecting a confirmation model and generating a physical object. The present invention designs a set of personalized customization generation methods and systems for art souvenirs, and customizes the art souvenirs according to receiving personalized input, providing style and carrier selection, designing a generation model, pre-selecting a model, selecting a confirmation model and generating a physical object. Compared with the traditional method, the method can automatically realize the design according to a simple operation process, does not require the participation of a third party other than the user, does not require the user to have professional skills, and can customize the type according to the user's preferences to meet the user's rich and diverse usage needs.

Description

Technical Field

[0001] The present invention belongs to the technical field of artwork customization, and specifically relates to a method and system for generating personalized customization of artistic souvenirs. Background Art

[0002] In the field of culture and tourism, tourists often pursue more than just sightseeing and experience. They also want to take away some unique memories related to the travel destination. Art souvenirs are a way to meet this demand of tourists. However, most of the art souvenirs on the market are standardized products produced on a large scale, lacking real personalization and creativity. This situation is not difficult to understand. Mass production can reduce costs and increase profits, but it also leads to the homogenization of art souvenirs. Souvenir shops in every place may sell the same T-shirts, postcards or refrigerator magnets, which naturally cannot meet tourists' pursuit of uniqueness and personalization. In addition, such mass-produced art souvenirs often lack deep integration with local culture. They may only reflect local characteristics superficially and without depth, and sometimes even mislead tourists' understanding of local culture.

[0003] Therefore, with the rapid development of artificial intelligence, especially in the field of artificial intelligence content creation (AIGC), deep learning technologies such as style transfer models, generative adversarial networks (GANs) and diffusion models have been able to generate high-quality images and even three-dimensional models based on input sketches and / or prompt words. Therefore, artificial intelligence is combined to optimize and improve them, and a method and system that can generate customized art souvenirs as needed is realized. Summary of the invention

[0004] The object of the present invention is to provide a method and system for generating personalized art souvenirs to solve the problems raised in the above-mentioned background technology.

[0005] In order to achieve the above-mentioned purpose, the present invention provides the following technical solution: a method for generating personalized art souvenirs, the method comprising:

[0006] S1, receiving personalized input; receiving personalized input from the user, including at least one of the following: text prompt words, hand-drawn sketches, handwritten signatures, photo images, personal features; when the user inputs more than one personalized input, it is necessary to set the weight of each personalized input;

[0007] S2, providing style and carrier selection; providing at least one art style and at least one souvenir carrier for the user to choose; when the user selects more than one art style, it is necessary to set the weight of each selected art style; according to the weight of each personalized input and the weight of each selected art style, the overall weight of the personalized input and the overall weight of the selected art style input are set;

[0008] S3, design generation model; input the user's personalized input and the selected art style into the art design generation model to generate at least one customized art souvenir design plan;

[0009] S4, pre-selecting a model; the user selects or regenerates the customized art souvenir design plan, and if selected, jumps to step S5, and if regenerated, jumps to step S1;

[0010] S5. Select and confirm the model and generate the physical object; the user needs to first configure the parameters for the physical generation of the customized art souvenir. After the user selects the parameter configuration, the physical price of the customized art souvenir is generated. After the user confirms the price and pays, the physical object is generated.

[0011] Preferably, the generation system consists of an input display module, a solution generation module, a printing production module and a process control module.

[0012] Preferably, the weight of each personalized input in S1 ranges from 0 to 1; the sum of the weights of all personalized inputs is 1; when the user has only one personalized input, its weight is 1 by default.

[0013] Preferably, the weight of each selected art style in S2 ranges from 0 to 1; the sum of the weights of all selected art styles is 1; when the user has only one personalized input, its weight is 1 by default.

[0014] Preferably, the overall weight of the personalized input and the overall weight of the selected artistic style input in S2 are both in the range of 0 to 1, and the sum of the overall weight of the user's personalized input and the overall weight of the selected artistic style input is 1; the overall weight of the personalized input and the overall weight of the selected artistic style input are both 0.5 by default.

[0015] Preferably, the art design generation model in S3 is a pre-trained deep learning model, and adopts at least one of the following deep learning models: style transfer model, generative adversarial model, diffusion model, and three-dimensional generation model.

[0016] Preferably, the input order of the art design generation model in S3 is: a. personalized input of the user; b. artistic style selected by the user; c. overall weight of the personalized input of the user and overall weight of the selected artistic style input; d. weight of each personalized input and weight of each artistic style; e. souvenir carrier selected by the user;

[0017] The art design generation model outputs at least one customized art souvenir design.

[0018] Preferably, the parameter configuration in S5 includes at least one of the following: material, size, processing technology, signature format;

[0019] The method of generating the physical object in S5 includes at least one of the following:

[0020] (1) Printing / printing / dying the patterned customized art souvenir design onto the surface of paper / clothing / cloth / folding fan and other physical objects;

[0021] (2) Carve / etch a patterned, customized art souvenir design onto a specific material;

[0022] (3) 3D printing of the three-dimensional customized art souvenir design;

[0023] (4) Carve the three-dimensional customized art souvenir design into glass / crystal.

[0024] The beneficial effects of the present invention are as follows:

[0025] The present invention designs a method and system for generating personalized art souvenirs, which receives personalized input, provides style and carrier selection, designs and generates models, pre-selects models, selects and confirms models, and generates physical objects to perform customized art souvenirs. Compared with traditional methods, this method can automatically implement design according to a simple operating process, does not require the participation of a third party other than the user, does not require the user to have professional skills, and can customize types according to the user's preferences to meet the user's rich and diverse usage needs. BRIEF DESCRIPTION OF THE DRAWINGS

[0026] Figure 1 It is a flowchart of a method for generating a personalized art souvenir according to an embodiment of the present application;

[0027] Figure 2 The system structure diagram of a system for generating a personalized art souvenir according to an embodiment of the present application is shown in FIG. DETAILED DESCRIPTION

[0028] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0029] like Figure 1 As shown, an embodiment of the present invention provides a method for generating personalized art souvenirs, the method comprising:

[0030] S1, receiving personalized input; receiving personalized input from the user, including at least one of the following: text prompt words, hand-drawn sketches, handwritten signatures, photo images, personal features; when the user inputs more than one personalized input, it is necessary to set the weight of each personalized input;

[0031] Personal characteristics include at least one of the following: age, gender, personal hobbies, race, ethnicity, and religious beliefs.

[0032] S2, providing style and carrier selection; providing at least one art style and at least one souvenir carrier for the user to choose; when the user selects more than one art style, it is necessary to set the weight of each selected art style; according to the weight of each personalized input and the weight of each selected art style, the overall weight of the personalized input and the overall weight of the selected art style input are set;

[0033] Artistic style includes at least one of the following: the artistic style of a specific collection, the artistic style of a category of collections, the artistic style of an art school, the artistic style of an artist, the artistic style of an era, and the artistic style of a nation;

[0034] The carriers of souvenirs include at least one of the following: printed souvenirs, such as paper, cloth, silk, clothing, folding fans or other souvenirs with specific words and / or patterns printed on the surface; carved souvenirs, such as wood, bamboo, stone, jade, metal, glass, plastic, resin or other souvenirs with specific words and / or patterns carved / etched on the surface; artifact souvenirs, such as 3D printed plastic, metal, resin, ceramic and other materials artifact souvenirs. Glass / crystal engraved souvenirs, digital artworks.

[0035] S3, design generation model; input the user's personalized input and the selected art style into the art design generation model to generate at least one customized art souvenir design plan;

[0036] The customized art souvenir design solution is the display of art design that combines user personalized input and artistic style on a souvenir carrier, such as: printed personalized calligraphy works, printed personalized flat pictures, personalized patterns printed on clothing / cloth / folding fans / other physical objects, carved souvenirs with personalized patterns, etched souvenirs with personalized patterns, 3D printed models with personalized shapes, crystal inner carving models with personalized 3D patterns, etc.

[0037] S4, pre-selecting a model; the user selects or regenerates the customized art souvenir design plan, and if selected, jumps to step S5, and if regenerated, jumps to step S1;

[0038] If the user chooses to regenerate, the personalized input and various artistic styles, as well as various weights, can be adjusted and modified during the regeneration stage to adjust and modify the generation result of the customized art souvenir design.

[0039] S5. Select and confirm the model and generate the physical object; the user needs to first configure the parameters for the physical generation of the customized art souvenir. After the user selects the parameter configuration, the physical price of the customized art souvenir is generated. After the user confirms the price and pays, the physical object is generated.

[0040] After the user confirms the price and pays, he or she can scan the code through the mobile communication device to download the electronic version of the customized art souvenir, or purchase a mobile storage device (such as a CD, USB flash drive, SD card, etc.) with the electronic version of the customized art souvenir copied.

[0041] like Figure 2 As shown, an embodiment of the present invention provides a system for generating personalized art souvenirs, wherein the system is composed of an input display module, a solution generation module, a printing and production module, and a process control module.

[0042] The input display module serves as a user interface, allowing users to perform various interactions and operations. Users can input their needs, select an artistic style, view the generated customized art souvenir solutions, and view the physical parameter configuration of the souvenir. The solution generation module is responsible for running the art design generation model to generate various solutions based on the user's needs and choices. The printing and production module uses printing, printing, dyeing, engraving, etching, 3D printing, glass / crystal engraving and other technologies to produce customized art souvenirs based on the souvenir carrier and parameter configuration. In order to ensure the smooth progress of the production process, the hardware configuration of the printing and production module needs to match the souvenir carrier selected by the user, so as to support the production and generation of the souvenir carrier selected by the user. The process control module plays a key role in coordinating and controlling the operation process of each module to realize the personalized customization generation method of art souvenirs.

[0043] The weight of each personalized input in S1 ranges from 0 to 1; the sum of the weights of all personalized inputs is 1; when the user has only one personalized input, its weight is 1 by default.

[0044] The value range of the weight of each selected art style in S2 is between 0 and 1; the sum of the weights of all selected art styles is 1; when the user has only one personalized input, its weight is 1 by default.

[0045] Among them, the overall weight of the personalized input in S2 and the overall weight of the selected artistic style input are both between 0 and 1, and the sum of the overall weight of the user's personalized input and the overall weight of the selected artistic style input is 1; the overall weight of the personalized input and the overall weight of the selected artistic style input are both 0.5 by default.

[0046] Among them, the art design generation model in S3 is a pre-trained deep learning model, which adopts at least one of the following deep learning models: style transfer model, generative adversarial model, diffusion model, and three-dimensional generation model.

[0047] In the input of the deep learning model, the overall weight of the user's personalized input and the overall weight of the selected art style input, as well as the weights of each personalized input and the weights of each art style are used to control the weights of relevant sub-networks in the neural network of the deep learning model, wherein the overall weight of the user's personalized input and the overall weight of the selected art style input are used to control whether the output customized art souvenir design scheme is more in line with the user's personalized input or closer to the selected art style, the weights of each personalized input are used to control which one or more personalized inputs the output customized art souvenir design scheme is more in line with, and the weights of each art style are used to control which one or more art styles the output customized art souvenir design scheme is more in line with.

[0048] The input order of the art design generation model in S3 is: a. the user's personalized input; b. the art style selected by the user; c. the overall weight of the user's personalized input and the overall weight of the selected art style input; d. the weight of each personalized input and the weight of each art style; e. the souvenir carrier selected by the user;

[0049] The art design generation model outputs at least one customized art souvenir design.

[0050] Among them, the parameter configuration in S5 includes at least one of the following: material, size, processing technology, signature format;

[0051] The methods of object generation in S5 include at least one of the following:

[0052] (1) Printing / printing / dying the patterned customized art souvenir design onto the surface of paper / clothing / cloth / folding fan and other physical objects;

[0053] (2) Carve / etch a patterned, customized art souvenir design onto a specific material;

[0054] (3) 3D printing of the three-dimensional customized art souvenir design;

[0055] (4) Carve the three-dimensional customized art souvenir design into glass / crystal.

[0056] Embodiment 1;

[0057] In one embodiment of the present invention, the text prompt word input by the user in step S1 is "Yellow Crane Tower at Sunset"; in step S2, the artistic style of "Monet (painter)" is selected, and the souvenir carrier is selected as "paper", and the overall weight of the personalized input and the overall weight of the selected artistic style input are both 0.5 by default; in step S3, the art design generation model generates three paintings with the theme of "Yellow Crane Tower at Sunset" as intermediate results by calling the pre-trained extension class model stablediffusion, and then converts the painting styles of the three intermediate results into the artistic style of "Monet (painter)" through the style transfer model as the final output of step S3; in step S4, the user selects one of them for physical generation; in step S5, the user selects the default parameter configuration for the parameter configuration, and pays according to the generated physical price, and finally, the personalized customized painting selected by the user is printed.

[0058] Embodiment 2:

[0059] In one embodiment of the present invention, in step S1, the personalized input input by the user is a handwritten signature "He who has not been to the Great Wall is not a true man" and a souvenir photo of the user at the Great Wall, and the weights of the handwritten signature and the photo are both set to 0.5; in step S2, the user selects the "cartoon" style and the souvenir carrier selects "T-shirt", and the overall weight of the personalized input and the overall weight of the selected art style input are both 0.5 by default; in step S3, the art design generation model uses the stable diffusion model to generate 4 cartoonized user photos with the signature "He who has not been to the Great Wall is not a true man"; in step S4, the user feels that the cartoonization is too serious and the photo does not look like himself, so he chooses "Regenerate" returns to step S1, where no modification is made. In step S2, the overall weight of personalized input is set to 0.75 and the overall weight of artistic style input is set to 0.25. In step S3, the art design generation model uses the stable diffusion model to regenerate 4 cartoon-like user photos with the signature "No hero without visiting the Great Wall". This time, the photo has less cartoon style and is closer to the user's own image in the photo than the previous one. In step S4, the user selects one of the photos for physical generation. In step S5, the user selects "pure cotton T-shirt" as the material, XL size, and selects high-precision digital direct printing technology. After the user confirms the price and pays, the selected user cartoon image photo with signature is printed on the pure cotton T-shirt, becoming a personalized custom T-shirt. At the same time, the user cartoon image photo with signature is sent to the user's designated personal mailbox.

[0060] Embodiment three;

[0061] In one embodiment of the present invention, in step S1, the personalized input input by the user is a personal photo; in step S2, the user selects the art style of the "Renaissance" era, and the souvenir carrier selects "cloth", and the default weights of the personalized input and the art style are both 0.5; in step S3, the art design generation model uses a generative adversarial network (GAN) model to generate a series of personalized portrait design schemes with Renaissance style based on the photos and Renaissance style provided by the user; in step S4, the user selects a portrait from them; in step S5, the user selects silk as the material, customizes the size, and selects advanced digital printing technology. After the user confirms the price and pays, the selected personalized portrait is printed on the silk cloth to make a high-quality artwork, and the user downloads the personalized portrait by scanning the code with a mobile phone.

[0062] Embodiment 4:

[0063] In one embodiment of the present invention, in step S1, the personalized input input by the user is a hand-drawn sketch; in step S2, the user selects the "Sanxingdui Bronze" art style, and the souvenir carrier selects "carving", and the overall weight of the personalized input and the overall weight of the selected art style input are both 0.5 by default; in step S3, the art design generation model converts the user's hand-drawn sketch into a Sanxingdui bronze texture style carving pattern through the pre-trained control-net diffusion model, and generates multiple candidate design schemes; in step S4, the user selects one of the design schemes; in step S5, the user selects bronze material, default size, and selects laser engraving process. After the user completes the payment, the Sanxingdui bronze style pattern of the user's hand-drawn sketch is engraved on a bronze metal plate, becoming a unique art decoration.

[0064] Embodiment five;

[0065] In one embodiment of the present invention, in step S1, the personalized input entered by the user is the text prompt "Quiet Forest"; in step S2, the user selects the "Impressionist" art style, and the souvenir carrier selects "3D printed plastic", and the overall weight of the personalized input and the overall weight of the selected art style input are both 0.5 by default; in step S3, the art design generation model uses a three-dimensional generation model to generate a series of three-dimensional model design schemes in the Impressionist style with the theme of "Quiet Forest"; in step S4, the user selects one of the design schemes; in step S5, the user selects environmentally friendly plastic material, custom size, and selects fine 3D printing technology. After the user confirms the price and pays, the selected three-dimensional model is printed out and becomes a three-dimensional artwork with an Impressionist style. At the same time, the user downloads the 3D design file corresponding to the three-dimensional artwork by scanning the code with a mobile phone.

[0066] Embodiment six;

[0067] In one embodiment of the present invention, in step S1, the personalized input input by the user is personal characteristics, including age, gender and personal hobbies (music); in step S2, the user selects the "modern art" style, and the souvenir carrier selects "glass / crystal inner carving"; in step S3, the art design generation model uses a three-dimensional generation model, combines the user's personal characteristics and modern art style, and generates a series of music-themed glass inner carving design schemes; in step S4, the user selects a design scheme; in step S5, the user selects the crystal material, customizes the size, and selects the precision inner carving process. After the user completes the payment, a personalized music-themed modern art style crystal inner carving souvenir is produced.

[0068] Embodiment seven;

[0069] In one embodiment of the present invention, in step S1, the personalized input input by the user is the text prompt word "passionate dance"; in step S2, the user selects the "Latin American Art" style, and the souvenir carrier selects "towel", and the overall weight of the personalized input and the overall weight of the selected art style input are both 0.5 by default; in step S3, the art design generation model uses a generative adversarial network (GAN) model to generate a series of dance theme pattern design schemes with Latin American art style; in step S4, the user selects a pattern; in step S5, the user selects a pure cotton towel as the material, customizes the size, and selects a high-precision digital direct printing process. After the user confirms the price and pays, the selected dance theme pattern is printed on the pure cotton towel, becoming a personalized customized towel, and at the same time, the pattern design scheme is sent to the personal mailbox specified by the user.

[0070] It should be noted that, in this article, relational terms such as first and second, etc. are only used to distinguish one entity or operation from another entity or operation, and do not necessarily require or imply any such actual relationship or order between these entities or operations. Moreover, the terms "include", "comprise" or any other variants thereof are intended to cover non-exclusive inclusion, so that a process, method, article or device including a series of elements includes not only those elements, but also other elements not explicitly listed, or also includes elements inherent to such process, method, article or device.

[0071] Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that various changes, modifications, substitutions and variations may be made to the embodiments without departing from the principles and spirit of the present invention, and that the scope of the present invention is defined by the appended claims and their equivalents.

Claims

1. A method for generating personalized art souvenirs, characterized by: The generation method comprises: S1, receiving personalized input: receiving personalized input from a user, including text prompt words, hand-drawn sketches, handwritten signatures, photo images and personal features; Set the weight of each personalized input; S2, provide style and carrier selection: provide a variety of art styles and at least one souvenir carrier for users to choose; set the weight of each selected art style; set the overall weight of the personalized input and the overall weight of the selected art style input according to the weight of each personalized input and the weight of each selected art style; S3, design generation model: input the user's personalized input and the selected art style into the art design generation model to generate at least one customized art souvenir design scheme; S4, pre-select model: the user selects or regenerates the customized art souvenir design scheme, if selected, jump to step S5, if regenerated, jump to step S1; S5, select and confirm model and generate physical object: the user needs to first configure the parameters for the physical generation of the customized art souvenir, after the user selects the parameter configuration, generate the physical price of the customized art souvenir, after the user confirms the price and pays, generate the physical object; The weight of each personalized input in S1 ranges from 0 to 1; the sum of the weights of all personalized inputs is 1; The weight of each selected artistic style in S2 ranges from 0 to 1; the sum of the weights of all selected artistic styles is 1; The overall weight of the personalized input and the overall weight of the selected artistic style input in S2 are both in the range of 0 to 1, and the sum of the overall weight of the personalized input and the overall weight of the selected artistic style input is 1; the overall weight of the personalized input and the overall weight of the selected artistic style input are both 0.5 by default; The art design generation model in S3 is a pre-trained deep learning model, which uses multiple of the following deep learning models: style transfer model, generative adversarial model, diffusion model, and three-dimensional generation model; The input order of the art design generation model in S3 is: a. the user's personalized input; b. the art style selected by the user; c. the overall weight of the user's personalized input and the overall weight of the selected art style input; d. The weight of each personalized input and the weight of each artistic style; e. a souvenir carrier selected by the user; the art design generation model outputs at least one customized art souvenir design scheme; The parameter configuration in S5 includes at least one of the following: material, size, processing technology, and signature format; the physical object generation method in S5 includes at least one of the following: (1) printing / printing / dying the patterned customized art souvenir design onto the surface of paper / clothing / cloth / folding fan; (2) engraving / etching the patterned customized art souvenir design on a specific material; (3) three-dimensionally printing the three-dimensional customized art souvenir design; (4) Carve the three-dimensional customized art souvenir design into glass / crystal.

2. A system for generating personalized art souvenirs according to the method of claim 1, characterized in that: The generation system consists of an input display module, a solution generation module, a printing production module and a process control module.

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