• Title/Summary/Keyword: AI Painting

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Research on Creative Expression Utilizing AI Technology in 3D Animation Production

  • Chenghao Wang;Jeanhun Chung
    • International journal of advanced smart convergence
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    • v.13 no.2
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    • pp.148-153
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    • 2024
  • This article embarks on an exploration of how the burgeoning landscape of AI technology is reshaping and augmenting creative expression within the realm of 3D animation. As AI continues to evolve and mature, its integration into the process of 3D animation creation has become an increasingly focal point of investigation and analysis. The article undertakes a comprehensive examination of the myriad applications of AI within the domain of 3D animation, shedding light on its multifaceted contributions to various aspects of the creative process. Furthermore, it delves into the transformative impact that AI technology has on enhancing creative expression within 3D animation, particularly through increased productivity, personalized content creation, and the expansion of creative boundaries. By automating repetitive and time-consuming tasks inherent in traditional production methods, AI liberates artists and animators to unleash their creative ingenuity and push the boundaries of their craft. Through empirical research and case studies, the article elucidates how AI serves as a catalyst for innovation, fostering a conducive environment for the exploration of novel techniques and artistic styles.

A Study of Artificial Intelligence Generated 3D Engine Animation Workflow

  • Chenghao Wang;Jeanhun Chung
    • International journal of advanced smart convergence
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    • v.12 no.4
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    • pp.286-292
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    • 2023
  • This article is set against the backdrop of the rapid development of the metaverse and artificial intelligence technologies, and aims to explore the possibility and potential impact of integrating AI technology into the traditional 3D animation production process. Through an in-depth analysis of the differences when merging traditional production processes with AI technology, it aims to summarize a new innovative workflow for 3D animation production. This new process takes full advantage of the efficiency and intelligent features of AI technology, significantly improving the efficiency of animation production and enhancing the overall quality of the animations. Furthermore, the paper delves into the creative methods and developmental implications of artificial intelligence technology in real-time rendering engines for 3D animation. It highlights the importance of these technologies in driving innovation and optimizing workflows in the field of animation production, showcasing how they provide new perspectives and possibilities for the future development of the animation industry.

A Study on Character Design Using [Midjourney] Application

  • Chen Xi;Jeanhun Chung
    • International Journal of Advanced Culture Technology
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    • v.11 no.2
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    • pp.409-414
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    • 2023
  • In recent years, the emergence of a number of AI image generation software represented by [Midjourney] has brought great impetus to the development of the field of AI-assisted art creation. Compared with the traditional hand-painted digital painting with the aid of electronic equipment, broke the traditional sense of animation character creation logic.This paper analyzes the application of AI technology in the field of animation character design through the practice of two-dimensional animation character . This is having a significant impact on the productivity and innovation of animation design and character modeling. The key results of the analysis indicate that AI technology, particularly through the utilization of "Midjourney,"enables the automation of certain design tasks, provides innovative approaches, and generates visually appealing and realistic characters. In conclusion, the integration of AI technology, specifically the application of "Midjourney," brings a new dimension to animation character design. The utilization of AI image generation software facilitates streamlined workflows, sparks creativity, and improves the overall quality of animated characters. As the animation industry continues to evolve, AI-assisted tools like "Midjourney" hold great potential for further advancement and innovation.

A Study of an AI-Based Content Source Data Generation Model using Folk Paintings and Genre Paintings (민화와 풍속화를 이용한 AI 기반의 콘텐츠 원천 데이터 생성 모델의 연구)

  • Yang, Seokhwan;Lee, Young-Suk
    • Journal of Korea Multimedia Society
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    • v.24 no.5
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    • pp.736-743
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    • 2021
  • Due to COVID-19, the non-face-to-face content market is growing rapidly. However, most of the non-face-to-face content such as webtoons and web novels are produced based on the traditional culture of other countries, not Korean traditional culture. The biggest cause of this situation is the lack of reference materials for creating based on Korean traditional culture. Therefore, the need for materials on traditional Korean culture that can be used for content creation is emerging. In this paper, we propose a generation model of source data based on traditional folk paintings through the fusion of traditional Korean folk paintings and AI technology. The proposed model secures basic data based on folk tales, analyzes the style and characteristics of folk tales, and converts historical backgrounds and various stories related to folk tales into data. In addition, using the built data, various new stories are created based on AI technology. The proposed model is highly utilized in that it provides a foundation for new creation based on Korean traditional folk painting and AI technology.

A Study on the Reproduction of Korean Painting through Text Prompt Estimation for Generative AI Models (생성 AI 모델을 위한 텍스트 프롬프트 추정 기반 한국화 재생성에 대한 연구)

  • Sung-Won Moon;Jiwon Lee;Dowon Nam
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.432-433
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    • 2023
  • 스테이블 디퓨전(Stable diffusion)과 같은 텍스트 프롬프트 입력 기반 이미지 생성 AI 기술의 발전으로 원하는 형태의 고품질 이미지를 누구나 손쉽게 생성가능할 것으로 기대하였으나 대부분의 경우 원하는 이미지를 얻기 위해서는 텍스트 프롬프트를 정교하게 조정해가며 많은 실패를 겪어야만 한다. 이러한 한계를 극복하기 위해 클립 인터로게이터(CLIP Interrogator)와 같은 유사 이미지를 재생성하기 위한 텍스트 프롬프트 추정 기술이 개발되었으며 몇몇 이미지에 대해 뛰어난 결과를 보였다. 본 논문에서는 이러한 텍스트 프롬프트 추정 기술의 활용이 한국화를 재생성할 수 있는지 실험을 통해 가능성을 확인하고 향후 한국화 재생성을 위한 연구 방향을 제안하고자 한다.

A Discussion on AI-based Automated Picture Creations (인공지능기반의 자동 창작 영상에 관한 논구)

  • Junghoe Kim;Joonsung Yoon
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.3
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    • pp.723-730
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    • 2024
  • In order to trace the changes in the concept and understanding of automatically generated images, this study analogously explores the creative methods of photography and cinema, which represent the existing image fields, in terms of AI-based image creation methods and 'automaticity', and discusses the understanding and possibilities of new automatic image creation. At the time of the invention of photography and cinema, the field of 'automatic creation' was established for them in comparison to traditional art genres such as painting. Recently, as AI has been applied to video production, the concept of 'automatic creation' has been expanded, and experimental creations that freely cross the boundaries of literature, art, photography, and film are active. By utilizing technologies such as machine learning and deep learning, AI automated creation allows AI to perform the creative process independently. Automated creation using AI can greatly improve efficiency, but it also risks compromising the personal and subjective nature of art. The problem stems from the fact that AI cannot completely replace human creativity.

Object Detection Accuracy Improvements of Mobility Equipments through Substitution Augmentation of Similar Objects (유사물체 치환증강을 통한 기동장비 물체 인식 성능 향상)

  • Heo, Jiseong;Park, Jihun
    • Journal of the Korea Institute of Military Science and Technology
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    • v.25 no.3
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    • pp.300-310
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    • 2022
  • A vast amount of labeled data is required for deep neural network training. A typical strategy to improve the performance of a neural network given a training data set is to use data augmentation technique. The goal of this work is to offer a novel image augmentation method for improving object detection accuracy. An object in an image is removed, and a similar object from the training data set is placed in its area. An in-painting algorithm fills the space that is eliminated but not filled by a similar object. Our technique shows at most 2.32 percent improvements on mAP in our testing on a military vehicle dataset using the YOLOv4 object detector.

Comparative Study on Visual and Perceptual Difference Towards the Artworks of Human and Artificial Intelligence Using Eye-Tracking (시선추적장치(Eye Tracking)를 활용한 인공지능(AI) 창작물과 사람의 창작물에 대한 시지각 비교 연구)

  • Hwang, Mi Kyung;Zhou, Yi Mou;Park, Min Hee;Kwon, Mahn Woo
    • Journal of Korea Multimedia Society
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    • v.25 no.2
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    • pp.374-381
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    • 2022
  • This study analyzes the visual perceptual difference of observers in the artworks created by human artists and artificial intelligence(AI) through eye-tracking. More specifically, the study analyzes the degree of visual attention through a fixation experiment on non-linguistic sources such as the formation and expression of artworks. As a result of this study, the subjects had guessed that one out of four artworks were created by AI (in actuality, 61.1% of the artworks were created by The Next Rembrandt). This demonstrates that most of the subjects hardly recognized the difference between the artwork of human artists and AI. From the comparative analysis of visual perceptual differences found through eye-tracking, more visual attention was found to be demanded for catching details of more stimulating visuals compared to less stimulating visuals. In the gender difference analysis, both of the female and male subjects were likely to stare more intently at the flowers of still-life paintings (Deep Dream & Vincent Van Gogh) while the eyes of a portrait painting (Rembrandt & The Next Rembrandt); this demonstrates no significant differences in gender. Various opinions on AI and art creation from different perspectives arose, therefore, this research is meaningful in a way that it suggests an objective examination through experiments with an artistic perspective.

A Study on the Garden Meaning of Pungryu through Genre Painting in Joseon Dynasty (조선시대 풍속화를 통해 본 정원의 풍류적 의미 연구)

  • Zoh, Kyung-Jin;Seo, Young-Ai
    • Journal of the Korean Institute of Landscape Architecture
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    • v.36 no.5
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    • pp.94-107
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    • 2008
  • This study examines the diversity of garden culture in the Joseon Dynasty focusing on genre painting. Genre painting gives us insight into the various ways of enjoying the garden. The intimate activities portrayed in the painting show us about the vivid scenes of Korean garden at that time. Among the various meanings of gardens, sensual pleasure is focused on here. The garden has always been a place of pleasure for seeing, smelling, touching, meeting people and erotic flirting. Here, the oriental aesthetic idea of Pungryu is adopted to reformulate pleasure based on the traditional way of thought. Most Korean gardens in the Joseon Dynasty were understood as the place for Pungryu. Sensuality in the Korean garden associated with a high level of spiritual pleasure. In order to look closely into garden activities, genre paintings were selected and analyzed. Several characteristics were elicited. First, the garden was understood as the medium of communication through reconciling man with nature. Mediating man with nature often calls for uplifting the sense of community within groups of people. Second, the garden was featured as the place of cultural creation. Many scholars utilized the garden as a place for poetic imagination. Therefore, the garden was the locus of intellectual discourse. Third, personal retreat was one of important functions in the Korean garden. the humble attitude toward landscape such as solitude and mediation might be understood as one way of enjoying the nature. Fourth, taste, power and social relations were embedded in garden culture. Therefore, the garden was regarded as a space of distinction. Garden making was understood as one of the high class leisure activity. It was quite natural that the garden was used as a place of showing up their taste and culture. Finally, we need to reinvigorate the rich meanings of garden in contemporary practices. In-depth analysis of garden culture through the lens of genre painting gives us quite useful information in Korean garden culture.

Music Generation Algorithm based on the Color-Emotional Effect of a Painting (그림의 색채 감정 효과를 기반으로 한 음악 생성 알고리즘)

  • Choi, Hee Ju;Hwang, Jung-Hun;Ryu, Shinhye;Kim, Sangwook
    • Journal of Korea Multimedia Society
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    • v.23 no.6
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    • pp.765-771
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    • 2020
  • To enable AI(artificial intelligence) to realize visual emotions, it attempts to create music centered on color, an element that causes emotions in paintings. Traditional image-based music production studies have a limitation in playing notes that are unrelated to the picture because of the absence of musical elements. In this paper, we propose a new algorithm to set the group of music through the average color of the picture, and to produce music after adding diatonic code progression and deleting sound using median value. And the results obtained through the proposed algorithm were analyzed.