Small-footprint keyword spotting
Webb25 juni 2024 · A keyword spotting algorithm implemented on an embedded system using a depthwise separable convolutional neural network classifier is reported. The proposed system was derived from a high-complexity system with the goal to reduce complexity and to increase efficiency. In order to meet the requirements set by hardware resource … WebbOur application requires a keyword spotting system with a small memory footprint, low computational cost, and high precision. To meet these requirements, we propose a …
Small-footprint keyword spotting
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WebbA keyword spotting (KWS) engine continuously running on the device is exposed to various speech signals that are usually unseen beforehand. It is a challenging problem to build a small-footprint and high-performing KWS model … WebbA cascade architecture for keyword spotting on mobile devices ⬀ On the efficient representation and execution of deep acoustic models ⬀ Personalized speech recognition on mobile devices ⬀ Automatic gain control and multi-style training for robust small-footprint keyword spotting with deep neural networks ⬀
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Webb20 mars 2024 · Mainly for the sake of solving the lack of keyword-specific data, we propose one Keyword Spotting (KWS) system using Deep Neural Network (DNN) and … shapes definition computerWebb11 dec. 2024 · Small-footprint Keyword Spotting with Graph Convolutional Network. Despite the recent successes of deep neural networks, it remains challenging to achieve … shapes definition in mathWebb20 mars 2024 · 语音唤醒（Keyword Spotting，KWS）是较为初级的 语音识别 任务，在2014年陈果果的工作[1]后，学界兴起大量研究，业界也获普遍应用，如智能家居（音箱、TV）、智能穿戴（TWS耳机、手表）、智能座舱等。 KWS参、算量远低于ASR，可离线工作。作为智能语音系统的入口，KWS常要全天候（Always On）运行，若 ... pony rides for birthdaysWebbList of Wes companies, manufacturers and suppliers serving Finland shapes decorationWebbOne difficult problem of keyword spotting is how to miniaturize its memory footprint while maintain a high precision. Although convolutional neural networks have shown to be … shapes definitions for kidsWebb19 nov. 2024 · Keyword Spotting Small-Footprint Keyword Spotting Datasets Edit Add Datasets introduced or used in this paper Results from the Paper Edit Submit results from this paper to get state-of-the-art GitHub badges and help the community compare results to other papers. Methods Edit Dilated Causal Convolution pony rides in delawareWebbIndex Terms : Keyword spotting, speech features, small foot- print, energy consumption, deep learning. 1. Introduction Keyword spotting (KWS) is a highly useful technology, … shapes design background