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GNFormer: Gaussian Neural Field Transformer for Efficient Camera-based Occupancy Prediction

Guangcheng Chen, Li He, Hong Zhang
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摘自论文摘要

Camera-based occupancy prediction provides geometric and semantic scene understanding for robot perception and has been adopted in autonomous vehicle and UAV perception systems. Gaussian primitives offer a promising alternative by potentially representing only occupied regions, thereby concentrating computation and representational capacity where needed and reducing wasted computation and memory in empty space.

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