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Zhang et al. [1] implements several different KWS models on micro controllers to compare their accuracy and mem- ory/compute requirements. Zheng et al. [2] proposes a binary …

Decoding Aks Kos Zan: Revealing the Captivating Potential of Verbal Expression. In an era characterized by interconnectedness and an insatiable thirst for knowledge, the captivating potential of verbal expression has emerged as a formidable force. Its capability to evoke sentiments, stimulate introspection, and incite profound transformations ...Hello Edge: Keyword Spotting on Microcontrollers. Keyword spotting (KWS) is a critical component for enabling speech based user interactions on smart devices. It requires real-time response and high accuracy for good user experience. Recently, neural networks have become an attractive choice for KWS architecture because of their …

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In this paper, we propose a temporal convolution for real-time KWS on mobile devices. Unlike most of the 2D convolution-based KWS approaches that require a deep architecture to fully capture both low- and high-frequency domains, we exploit temporal convolutions with a compact ResNet architecture.

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Since KWS system is always-on, it should have very low power consumption to maximize battery life. On the other hand, the KWS system should detect the keywords with high accuracy and low latency, for best user experience. These conflicting system requirements make KWS an active area of research ever since its inception over 50 years ago [4].

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