ClusteringSDF: self-organized neural implicit surfaces for 3D decomposition

• Main Authors: Wu, Tianhao, Zheng, Chuanxia, Cham, Tat-Jen, Wu, Qianyi
• Other Authors: College of Computing and Data Science
• Format: Conference or Workshop Item
• Language: English
• Published: 2024
• Subjects: Computer and Information Science; 3D segmentation; Neural implicit surface representation
• Online Access: https://hdl.handle.net/10356/180249; http://arxiv.org/abs/2403.14619v1
• Institution: Nanyang Technological University

3D decomposition/segmentation still remains a challenge as large-scale 3D annotated data is not readily available. Contemporary approaches typically leverage 2D machine-generated segments, integrating them for 3D consistency. While the majority of these methods are based on NeRFs, they face a pot...