Meta-ensemble learning on diverse ICBHI data splits reaches 66.49% Score and improves generalization on two external datasets.
Panns: Large-scale pretrained audio neural networks for audio pattern recognition,
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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Integrated gradients on a 10-class domestic sound classifier yields 0.39 mean IoU, 0.52 frame F1 and 82.6% Pointing Game accuracy for temporal event detection, approaching weakly and strongly supervised framewise CNN baselines.
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Meta-Ensemble Learning with Diverse Data Splits for Improved Respiratory Sound Classification
Meta-ensemble learning on diverse ICBHI data splits reaches 66.49% Score and improves generalization on two external datasets.
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Evaluating the Temporal Detection Capability of Integrated Gradients Applied on Sound Classifier
Integrated gradients on a 10-class domestic sound classifier yields 0.39 mean IoU, 0.52 frame F1 and 82.6% Pointing Game accuracy for temporal event detection, approaching weakly and strongly supervised framewise CNN baselines.