earticle

논문검색

A Study on a Real-Time Content Design Pipeline for Unreal Engine Using Generative AI-Based Image Creation and AI Modeling Tools

원문정보

생성형 AI 기반 이미지 생성과 블렌더 파이썬 모델링을 활용한 실시간 콘텐츠 디자인 파이프라인에 관한 연구

Ok-Hue CHO

피인용수 : 0(자료제공 : 네이버학술정보)

초록

영어

This study proposes a real-time content design pipeline optimized for Unreal Engine, integrating generative AI-based image creation with AI-assisted 3D modeling tools. The pipeline aims to streamline the production of high-quality assets for real-time applications, including games and simulations. Two types of subjects were selected: a bust combining organic character features, and a stone slab characterized by planar and symmetrical structure. Multi-angle image data were first synthesized using advanced generative AI models to simulate diverse viewpoints. These were then processed using AI-enhanced photogrammetry and modeling tools to reconstruct detailed 3D meshes and extract base textures. Post-processing steps, including mesh decimation, UV unwrapping, and texture baking, were performed to ensure compatibility with Physically Based Rendering (PBR) workflows used in Unreal Engine. The final assets were successfully imported into Unreal Engine, demonstrating visual fidelity and performance suitability in a real-time environment. The study confirms the pipeline’s potential for accelerating asset development and suggests promising future directions in AI-driven digital content creation.

목차

ABSTRACT
1. 서론
1.1 연구의 배경 및 필요성
1.2 연구의 목적 및 범위
2. 관련 연구
2.1 생성형 AI를 활용한 이미지 및 콘텐츠 생성 기술
2.2 AI 모델링 도구를 활용한 3D 모델링 자동화
2.3 Unreal Engine을 활용한 실시간 콘텐츠 디자인 연구
3. 연구 파이프라인
3.1 텍스트 프롬프트 기반 이미지 생성
3.2 이미지 기반 3D 모델링 자동화 (AI 모델링 도구 기반)
3.3 3D 오브젝트의 Unreal Engine 배치
3.4 전체 파이프라인의 흐름 요약
4. 이미지 생성 및 3D 모델링 자동화
4.1 텍스트 프롬프트 설계 및 이미지 생성 알고리즘
4.2 이미지 기반 구조 분석 및 파라미터 추출
4.3 AI 기반 자동 3D 모델링 프로세스
4.4 자동화 파이프라인의 특징과 공학적 의의
5. 결론
참고문헌

저자정보

  • Ok-Hue CHO Department of Animation, College of Convergence Engineering, 20 , Hongjimun 2-gil, Sangmyung University

참고문헌

자료제공 : 네이버학술정보

    함께 이용한 논문

      ※ 기관로그인 시 무료 이용이 가능합니다.

      • 4,000원

      0개의 논문이 장바구니에 담겼습니다.