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Double Mixture: Towards Continual Event Detection from Speech
April 23, 2024, 4:49 a.m. | Jingqi Kang, Tongtong Wu, Jinming Zhao, Guitao Wang, Yinwei Wei, Hao Yang, Guilin Qi, Yuan-Fang Li, Gholamreza Haffari
cs.CL updates on arXiv.org arxiv.org
Abstract: Speech event detection is crucial for multimedia retrieval, involving the tagging of both semantic and acoustic events. Traditional ASR systems often overlook the interplay between these events, focusing solely on content, even though the interpretation of dialogue can vary with environmental context. This paper tackles two primary challenges in speech event detection: the continual integration of new events without forgetting previous ones, and the disentanglement of semantic from acoustic events. We introduce a new task, …
arxiv continual cs.cl cs.mm cs.sd detection eess.as event speech type
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