Search Results for author: Andrey Melnikov

Found 2 papers, 0 papers with code

Quantization-Guided Training for Compact TinyML Models

no code implementations10 Mar 2021 Sedigh Ghamari, Koray Ozcan, Thu Dinh, Andrey Melnikov, Juan Carvajal, Jan Ernst, Sek Chai

We propose a Quantization Guided Training (QGT) method to guide DNN training towards optimized low-bit-precision targets and reach extreme compression levels below 8-bit precision.

Human Detection Quantization

Subtensor Quantization for Mobilenets

no code implementations4 Nov 2020 Thu Dinh, Andrey Melnikov, Vasilios Daskalopoulos, Sek Chai

Quantization for deep neural networks (DNN) have enabled developers to deploy models with less memory and more efficient low-power inference.

Image Classification Quantization

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