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논문 목록
Temporal Convolution for Real-time Keyword Spotting on Mobile Devices
저자
Choi, Seungwoo; Seo, Seokjun; Shin, Beomjun; Byun, Hyeongmin; Kersner, Martin; Kim, Beomsu; Kim, Dongyoung; Ha, Sungjoo
학술지명
INTERSPEECH 2019
출판/발행연도
2019
주제
요약
본 논문은 모바일 기기에서 실시간 키워드 스포팅(KWS)을 위한 템포럴 컨볼루션을 제안합니다. 기존 2D 컨볼루션 기반 KWS 방식의 높은 연산량 문제를 해결하기 위해, 콤팩트한 ResNet 구조와 함께 템포럴 컨볼루션을 활용하여 정확도와 속도 모두 향상시켰습니다. Google Speech Command Dataset에서 Google Pixel 1에서 385배 이상의 속도 향상을 달성했으며, 최신 모델 대비 정확도도 뛰어넘었습니다.
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