Nature

An energy efficient processor array and memory controller for accurate processing of convolutional neural network-based inference engines

Exploiting unstructured sparsity in the hardware accelerator of a Convolutional Neural Networks (CNNs) based inference can improve energy efficiency. However, it needs a complex controller for ...
Nature

Channel-spatial attention modules in convolutional neural networks for image classification

Many studies have established that the attention mechanism has great potential in improving the performance of Convolutional Neural Networks (CNNs) in image classification problems in recent years.