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Daisuke Miyashita

2 accepted papers

2022

Revisiting a kNN-based Image Classification System with High-capacity Storage

ECCV 2022poster

"In existing image classification systems that use deep neural networks, the knowledge needed for image classification is implicitly stored in model parameters. If users want to update this knowledge, then they need to fine-tune the model parameters. Moreover, users cannot verify the validity of inf…

Cited by 33SourcePDFScholar
2017

LogNet: Energy-efficient neural networks using logarithmic computation

ICASSP 2017accepted

We present the concept of logarithmic computation for neural networks. We explore how logarithmic encoding of non-uniformly distributed weights and activations is preferred over linear encoding at resolutions of 4 bits and less. Logarithmic encoding enables networks to 1) achieve higher classificati…

Cited by 166SourceScholar