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NeRF in Robotics: A Survey
May 3, 2024, 4:58 a.m. | Guangming Wang, Lei Pan, Songyou Peng, Shaohui Liu, Chenfeng Xu, Yanzi Miao, Wei Zhan, Masayoshi Tomizuka, Marc Pollefeys, Hesheng Wang
cs.CV updates on arXiv.org arxiv.org
Abstract: Meticulous 3D environment representations have been a longstanding goal in computer vision and robotics fields. The recent emergence of neural implicit representations has introduced radical innovation to this field as implicit representations enable numerous capabilities. Among these, the Neural Radiance Field (NeRF) has sparked a trend because of the huge representational advantages, such as simplified mathematical models, compact environment storage, and continuous scene representations. Apart from computer vision, NeRF has also shown tremendous potential in …
abstract arxiv capabilities computer computer vision cs.cv cs.ro emergence environment fields innovation nerf neural radiance field robotics survey trend type vision
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