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UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection
This work explores class-incremental learning (CIL) for sound event detection (SED),
advancing adaptability towards real-world scenarios. CIL's success in domains like …
advancing adaptability towards real-world scenarios. CIL's success in domains like …
Tf-mamba: A time-frequency network for sound source localization
Sound source localization (SSL) determines the position of sound sources using multi-
channel audio data. It is commonly used to improve speech enhancement and separation …
channel audio data. It is commonly used to improve speech enhancement and separation …
Mixstyle based Domain Generalization for Sound Event Detection with Heterogeneous Training Data
This work explores domain generalization (DG) for sound event detection (SED), advancing
adaptability towards real-world scenarios. Our approach employs a mean-teacher …
adaptability towards real-world scenarios. Our approach employs a mean-teacher …
Advancing Continual Learning for Robust Deepfake Audio Classification
F Dong, Q Tang, Y Bai, Z Wang - arxiv preprint arxiv:2407.10108, 2024 - arxiv.org
The emergence of new spoofing attacks poses an increasing challenge to audio security.
Current detection methods often falter when faced with unseen spoofing attacks. Traditional …
Current detection methods often falter when faced with unseen spoofing attacks. Traditional …
Class-Incremental Learning for Sound Event Localization and Detection
This paper investigates the feasibility of class-incremental learning (CIL) for Sound Event
Localization and Detection (SELD) tasks. The method features an incremental learner that …
Localization and Detection (SELD) tasks. The method features an incremental learner that …
Dark Experience for Incremental Keyword Spotting
T Peng, Y **ao - arxiv preprint arxiv:2409.08153, 2024 - arxiv.org
Spoken keyword spotting (KWS) is crucial for identifying keywords within audio inputs and is
widely used in applications like Apple Siri and Google Home, particularly on edge devices …
widely used in applications like Apple Siri and Google Home, particularly on edge devices …