DHAuDS: A Dynamic and Heterogeneous Audio Benchmark for Test-Time Adaptation
Paper
• 2511.18421 • Published
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VocalSound-C (VS-C) serves as a benchmark for DHAuDS in the context of test-time adaptation for audio classification. VS-C, a subset of VocalSound, utilizes only test-set samples to address domain shift. Each sample in VS-C has a duration of 10 seconds, a sample rate of 16 kHz, and belongs to one of 6 classes. The dataset comprises seven corruption sets: WHN, ENQ, END1, END2, ENSC, TST, and PSH. Each corruption set is divided into two levels, L1 and L2, where L2 indicates a higher degree of complexity. VS-C is further divided into evaluation and adaptation sets, each comprising 50,274 samples and including both levels of all seven corruptions. In total, VS-C consists of 100,548 samples, with each corruption level, such as WHN-L1 or WHN-L2, containing 3591 samples.
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