Pavel Lyakhov

Application of the residue number system to reduce hardware costs of the convolutional neural network implementation

Maria Valueva, Nikolay Nagornov, Pavel Lyakhov et al. · Mathematics and Computers in Simulation · 2020 · 476 citations

Convolutional Neural Network, Engineering, Machine Learning +13

Survey of Optimization Algorithms in Modern Neural Networks

Ruslan Abdulkadirov, Pavel Lyakhov, Nikolay Nagornov · Mathematics · 2023 · 84 citations · Full text

Artificial Intelligence, Search Optimization, Evolving Neural Network +12

Residue-to-binary conversion for general moduli sets based on approximate Chinese remainder theorem

N.I. Chervyakov, Amir Sabbagh Molahosseini, Pavel Lyakhov et al. · International Journal of Computer Mathematics · 2016 · 53 citations

Hardware Security, Real Data Type, Engineering +13

Analysis of the Quantization Noise in Discrete Wavelet Transform Filters for 3D Medical Imaging

N.I. Chervyakov, Pavel Lyakhov, Nikolay Nagornov · Applied Sciences · 2020 · 48 citations · Full text

Engineering, Quantization Noise Effect, Filter (Signal Processing) +20

Analysis of the Quantization Noise in Discrete Wavelet Transform Filters for Image Processing

N.I. Chervyakov, Pavel Lyakhov, Nikolay Nagornov · Electronics · 2018 · 38 citations · Full text

Noise Quantization Effects, Image Processing, Image Analysis +11