Two active learning methods reduce annotation costs in bioacoustic monitoring

The first method, CARE-DPP, uses determinantal point process sampling to select diverse batches for labeling. The second method adaptively balances diversity and uncertainty with redundancy control. Both aim to reduce expert annotation effort in large-scale eco-acoustic monitoring.