An innovative deep active learning approach for improving unlabeled audio classification by selectively querying informative instance
Audio classification tasks like speech recognition and acoustic scene analysis require substantial labeled data, which is expensive. This work explores active learning to reduce annotation costs for a sound classification problem with rare target classes where existing datasets are insufficient. A d...
Main Author: | |
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Format: | Article |
Language: | English |
Published: |
SAGE Publishing
2023-12-01
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Series: | International Journal of Engineering Business Management |
Online Access: | https://doi.org/10.1177/18479790231223631 |