Consistent3D: Towards consistent high-fidelity text-to-3D generation with deterministic sampling prior

• Main Authors: WU, Zike, ZHOU, Pan, YI, Xuanyu, YUAN, Xiaoding, ZHANG, Hanwang
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/9016; https://ink.library.smu.edu.sg/context/sis_research/article/10019/viewcontent/2024_CVPR_Consistent3D.pdf
• Institution: Singapore Management University

Score distillation sampling (SDS) and its variants have greatly boosted the development of text-to-3D generation, but are vulnerable to geometry collapse and poor textures yet. To solve this issue, we first deeply analyze the SDS and find that its distillation sampling process indeed corresponds to...