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...

Full description

Bibliographic Details
Main Author: Mohamed Salama
Format: Article
Language:English
Published: SAGE Publishing 2023-12-01
Series:International Journal of Engineering Business Management
Online Access:https://doi.org/10.1177/18479790231223631