Gaussian Splatting with NeRF-based Color and Opacity

arXiv:2312.13729v3 Announce Type: replace
Abstract: Neural Radiance Fields (NeRFs) have demonstrated the remarkable potential of neural networks to capture the intricacies of 3D objects. By encoding the shape and color information within neural network weights, NeRFs excel at producing strikingly sharp novel views of 3D objects. Recently, numerous generalizations of NeRFs utilizing generative models have emerged, expanding its versatility. In contrast, Gaussian Splatting (GS) offers a similar render quality with faster training and inference as it does not need neural …

3d objects abstract arxiv color cs.cv encoding excel fields generative information nerf network networks neural network neural networks neural radiance fields novel objects type