Abstract: Highlights•A multi-class bee audio classification task with poor state-of-the-art performance.•A noise filtering method improving the performance of bee audio data classification.•Large-scale benchmark data for beehive audio data analytics research.•Comparison of various audio feature extraction and noise filtering approaches.•Highly accurate multi-label bee audio classification with very simple models.
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