Presentation

Spelunking the Deep: Guaranteed Queries on General Neural Implicit Surfaces via Range Analysis
SessionTechnical Papers
Authors
Nicholas Sharp
Alec Jacobson
Event Type
Technical Paper
Interest Areas
Research & Education
Presentation Types
Virtual
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DescriptionThis work develops geometric queries such as ray casting, closest-point, intersection testing, building spatial hierarchies, etc., for neural implicit surfaces. The key tool is range analysis, which automatically computes local bounds on the neural network output. The resulting queries have guaranteed accuracy, even on randomly initialized networks.
Authors
Nicholas Sharp
University of Toronto
Alec Jacobson
University of Toronto
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