Presentation
Automatic Quantization for Physics-based Simulation
SessionTechnical Papers
Event Type
Technical Paper
Research & Education
Virtual
Full Conference Supporter
Full Conference
Virtual Conference Supporter
Virtual Conference
Exhibitor Additional Full Conference
Exhibitor Full Conference
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DescriptionWe propose a novel, optimization-based framework to automatically determine quantization schemes for physics-based simulations. According to the linearized uncertainty propagation objective function, the framework allows deriving analytical quantization solutions with the Lagrange multiplier method. Experiments show that our method can achieve up to 2.5× memory compression without noticeable artifacts.
