Research1 min read
Neural Parameterization in Gaussian Splatting: A Taxonomy Study
Research identifies five axes of neural parameterization in recent Gaussian Splatting systems, revealing a nuanced approach beyond simple neural labels. A controlled study of mip-NeRF 360 demonstrates that sharing appearance and opacity improves reconstruction quality, while geometric structure decoding provides no further benefit.
From arXiv cs.AI