NNFacet: splitting neural network for concurrent smart sensors

• Main Authors: Chen, Jiale, Le, Duc Van, Tan, Rui, Ho, Daren
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Internet of Things; Distributed DNN Inference
• Online Access: https://hdl.handle.net/10356/171618
• Institution: Nanyang Technological University

Various deep neural networks (DNNs) including convolutional neural networks (CNNs) and recurrent neural networks (RNNs) have shown appealing performance in various classification tasks. However, due to their large sizes, a single DNN often cannot fit into the memory of resource-constrained smart IoT...