2 papers
cs.CV2020
Fast Implementation of 4-bit Convolutional Neural Networks for Mobile Devices
Anton Trusov, Elena Limonova, Dmitry Slugin +2
Quantized low-precision neural networks are very popular because they require less computational resources for inference and can provide high performance, which is vital for real-t…
cs.CV2019
Training the Convolutional Neural Network with Statistical Dependence of the Response on the Input Data Distortion
Igor Janiszewski, Dmitry Slugin, Vladimir V. Arlazarov
The paper proposes an approach to training a convolutional neural network using information on the level of distortion of input data. The learning process is modified with an addit…