Channel Balancing for Accurate Quantization of Winograd Convolutions

no code implementations • CVPR 2022 • Vladimir Chikin, Vladimir Kryzhanovskiy

We introduce a novel class of Winograd algorithms that balances the filter and input channels in the Winograd domain.

Quantization

QPP: Real-Time Quantization Parameter Prediction for Deep Neural Networks

no code implementations • CVPR 2021 • Vladimir Kryzhanovskiy, Gleb Balitskiy, Nikolay Kozyrskiy, Aleksandr Zuruev

Modern deep neural networks (DNNs) cannot be effectively used in mobile and embedded devices due to strict requirements for computational complexity, memory, and power consumption.

Parameter Prediction Quantization +1