This paper presents an in-depth exploration of 3D human model and avatar generation technology, propelled by the rapid advancements in large-scale models and artificial intelligence. The paper reviews the comprehensive process of 3D human model generation, from scanning to rendering, and highlights the pivotal role these models play in entertainment, VR, AR, healthcare, and education. We underscore the significance of diffusion models in generating high-fidelity images and videos. It emphasizes the indispensable nature of 3D human models in enhancing user experiences and functionalities across various fields. Furthermore, this paper anticipates the potential of integrating large-scale models with deep learning to revolutionize 3D content generation, offering insights into the future prospects of the technology. It concludes by emphasizing the importance of continuous innovation in the field, suggesting that ongoing advancements will significantly expand the capabilities and applications of 3D human models and avatars.

翻译：本文深入探讨了在大规模模型与人工智能技术快速发展的推动下，三维人体模型与化身生成技术的最新进展。文章系统回顾了从扫描到渲染的三维人体模型生成全流程，并重点阐述了此类模型在娱乐、虚拟现实、增强现实、医疗健康及教育等领域的关键作用。我们强调了扩散模型在生成高保真度图像与视频中的重要性，并指出三维人体模型对于提升各领域用户体验与功能不可或缺的核心价值。此外，本文展望了大规模模型与深度学习技术融合对三维内容生成领域的革命性潜力，为该技术的未来发展方向提供了前瞻性见解。最后，文章强调该领域持续创新的重要性，指出不断推进的技术进步将显著拓展三维人体模型与化身的性能边界与应用场景。