Human Model
Human modeling research focuses on creating realistic digital representations of humans for various applications, encompassing 3D body reconstruction from images or videos, generation of animatable avatars from text descriptions, and modeling human behavior for interaction with AI systems. Current research heavily utilizes neural networks, including transformers and diffusion models, often incorporating parametric human models like SMPL and SMPL-X to improve accuracy and controllability. These advancements have significant implications for fields like computer graphics, animation, healthcare (e.g., personalized medicine and ergonomic assessments), and human-computer interaction, enabling more realistic simulations and improved AI systems.