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Eliot Laidlaw

2 accepted papers

2023

Semantic Attention Flow Fields for Monocular Dynamic Scene Decomposition

ICCV 2023poster

From video, we reconstruct a neural volume that captures time-varying color, density, scene flow, semantics, and attention information. The semantics and attention let us identify salient foreground objects separately from the background across spacetime. To mitigate low resolution semantic and atte…

Cited by 15PDFScholar
2021

TöRF: Time-of-Flight Radiance Fields for Dynamic Scene View Synthesis

NeurIPS 2021poster

Neural networks can represent and accurately reconstruct radiance fields for static 3D scenes (e.g., NeRF). Several works extend these to dynamic scenes captured with monocular video, with promising performance. However, the monocular setting is known to be an under-constrained problem, and so metho…