2. HumanOrbit: 3D Human Reconstruction as 360° Orbit Generation
Below are interesting papers related to the evolution and creation of high-fidelity 3D digital humans: 1. Survey on 3D Human Avatar Modeling HUMANO GEN 3 vfxmed.com..zip
It demonstrates how to create high-quality 3D meshes without needing massive datasets, using a "pose-free" video diffusion approach to ensure consistency. Source: ResearchGate - HumanOrbit: 3D Human Reconstruction 3. Generating 3D People in Scenes without People Source: ResearchGate - HumanOrbit: 3D Human Reconstruction 3
This 2024 paper provides a comprehensive overview of how 3D humans are generated, moving from basic reconstruction to advanced AI-driven generation. It categorizes models into areas like and GAN-based generation , which are foundational to modern high-quality assets like those in the Humano series. sitting on chairs
This research focuses on the "scene-conditioned" generation of 3D humans, ensuring they interact naturally with environments (e.g., sitting on chairs, leaning on walls) rather than just being static "props".