Spelunking the Deep: Guaranteed Queries on General Neural Implicit Surfaces via Range Analysis
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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.