IEEE journal of biomedical and health informatics
Optimizing Accuracy-Efficiency Trade-Offs of On-Device Activity Inference with Star Operation.
Guangjie Chen, Zenan Fu, Yetong Sha, Di Xiong, Lei Zhang, Hao Wu, Aiguo Song
Published: 202510.1109/JBHI.2025.3619549
Abstract
Lightweight convolution-based neural networks (CNNs) are well suited for sensor-based human activity recognition (HAR) applications on resource-constrained edge devices with faster inference speed. However, the convolutional kernels are often limited…
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