Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces

no code implementations • ICCV 2021 • Bert Moons, Parham Noorzad, Andrii Skliar, Giovanni Mariani, Dushyant Mehta, Chris Lott, Tijmen Blankevoort

Second, a rapid evolutionary search finds a set of pareto-optimal architectures for any scenario using the accuracy predictor and on-device measurements.

Knowledge Distillation Model Compression +1

Automatic Grammar Augmentation for Robust Voice Command Recognition

no code implementations • 14 Nov 2018 • Yang Yang, Anusha Lalitha, Jinwon Lee, Chris Lott

For a given grammar set, a set of potential grammar expressions (candidate set) for augmentation is constructed from an AM-specific statistical pronunciation dictionary that captures the consistent patterns and errors in the decoding of AM induced by variations in pronunciation, pitch, tempo, accent, ambiguous spellings, and noise conditions.