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title
description
Masked Space-Time Hashing for Efficient Dynamic Scene Reconstruction
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site name
author
updated
2026-02-21 19:18:27
raw text
Masked Space-Time Hash Encoding Masked Space-Time Hash Encoding for Efficient Dynamic Scene Reconstruction Feng Wang 1 , Zilong Chen 1 , Guokang Wang 1 , Yafei Song 2 , Huaping Liu 1 , 1 Tsinghua University, 2 Alibaba Group NeurIPS 2023 [Spotlight] Paper arXiv Code Data Abstract In this paper, we propose the Masked Space-Time Hash encoding (MSTH), a novel method for efficiently reconstructing dynamic 3D scenes from multi-view or monocular videos. Based on the observation that dynamic scenes often contain substantial static areas that result in redundancy in storage and computations, MSTH represents a dynamic scene as a weighted combination of a 3D hash encoding and a 4D hash encoding. The weights for the two components are represented by a learnable mask which is guided by an uncertainty-based objective to reflect the spatial and temporal importance of each 3D po...
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