Report
Graph neural networks for sound source localization on distributed microphone networks
| العنوان: | Graph neural networks for sound source localization on distributed microphone networks |
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| المؤلفون: | Grinstein, Eric, Brookes, Mike, Naylor, Patrick A. |
| سنة النشر: | 2023 |
| المجموعة: | Computer Science |
| مصطلحات موضوعية: | Computer Science - Sound, Electrical Engineering and Systems Science - Audio and Speech Processing |
| الوصف: | Distributed Microphone Arrays (DMAs) present many challenges with respect to centralized microphone arrays. An important requirement of applications on these arrays is handling a variable number of input channels. We consider the use of Graph Neural Networks (GNNs) as a solution to this challenge. We present a localization method using the Relation Network GNN, which we show shares many similarities to classical signal processing algorithms for Sound Source Localization (SSL). We apply our method for the task of SSL and validate it experimentally using an unseen number of microphones. We test different feature extractors and show that our approach significantly outperforms classical baselines. Comment: Presented as a poster at ICASSP 2023 |
| نوع الوثيقة: | Working Paper |
| URL الوصول: | http://arxiv.org/abs/2306.16081 |
| رقم الانضمام: | edsarx.2306.16081 |
| قاعدة البيانات: | arXiv |
| الوصف غير متاح. |