Effective Data Augmentation for Active Sonar Classification Using Attention-Based Complementary Learning With Uncertainty Measure

Effective Data Augmentation for Active Sonar Classification Using Attention-Based Complementary Learning With Uncertainty Measure

We enhance the performance of active sonar classification by integrating a validated attention-based complementary learning model (ABCL) with an active learning (AL) framework, following modifications to adapt the model for AL. Acoustic data from active sonar systems strongly depend on ocean environ...

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Bibliographic Details
Main Authors: Youngsang Hwang, Geunhwan Kim, Wooyoung Hong, Youngmin Choo
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Active sonar classification
active learning
uncertainty measure
data augmentation
Online Access:https://ieeexplore.ieee.org/document/10942594/
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https://ieeexplore.ieee.org/document/10942594/

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