Название: Binary Neural Networks: Algorithms, Architectures, and ApplicationАвтор: Baochang Zhang, Sheng Xu, Mingbao Lin
Издательство: CRC Press
Год: 2024
Страниц: 218
Язык: английский
Формат: pdf (true)
Размер: 30.4 MB
Deep Learning has achieved impressive results in image classification, computer vision, and natural language processing. To achieve better performance, deeper and wider networks have been designed, which increase the demand for computational resources. The number of floatingpoint operations (FLOPs) has increased dramatically with larger networks, and this has become an obstacle for convolutional neural networks (CNNs) being developed for mobile and embedded devices. In this context, Binary Neural Networks: Algorithms, Architectures, and Applications will focus on CNN compression and acceleration, which are important for the research community. We will describe numerous methods, including parameter quantization, network pruning, low-rank decomposition, and knowledge distillation.
