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UAF's innovative uncertainty weighting mechanism boosts classification accuracy by over 15% compared to traditional methods, revealing the critical role of representation confidence in animal vocalization analysis.
A deep learning model achieves up to 99% accuracy in insect classification by leveraging a hierarchical taxonomy and a massive dataset from camera traps.