Search Results for author: Anton Trusov

Found 3 papers, 0 papers with code

Fast matrix multiplication for binary and ternary CNNs on ARM CPU

no code implementations18 May 2022 Anton Trusov, Elena Limonova, Dmitry Nikolaev, Vladimir V. Arlazarov

In this paper, we propose novel fast algorithms of ternary, ternary-binary, and binary matrix multiplication for mobile devices with ARM architecture.

Fast Implementation of 4-bit Convolutional Neural Networks for Mobile Devices

no code implementations14 Sep 2020 Anton Trusov, Elena Limonova, Dmitry Slugin, Dmitry Nikolaev, Vladimir V. Arlazarov

We introduce an efficient implementation of 4-bit matrix multiplication for quantized neural networks and perform time measurements on a mobile ARM processor.

Optical Character Recognition (OCR) Quantization

The Analysis of Projective Transformation Algorithms for Image Recognition on Mobile Devices

no code implementations3 Dec 2019 Anton Trusov, Elena Limonova

In this work we apply commonly known methods of non-adaptive interpolation (nearest pixel, bilinear, B-spline, bicubic, Hermite spline) and sampling (point sampling, supersampling, mip-map pre-filtering, rip-map pre-filtering and FAST) to the problem of projective image transformation.

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