BirdSet: A Multi-Task Benchmark for Classification in Computational Avian Bioacoustics

1 code implementation • 15 Mar 2024 • Lukas Rauch, Raphael Schwinger, Moritz Wirth, René Heinrich, Jonas Lange, Stefan Kahl, Bernhard Sick, Sven Tomforde, Christoph Scholz

Data fragmentation and opacity across studies complicate a comprehensive evaluation of model performance.

Active Bird2Vec: Towards End-to-End Bird Sound Monitoring with Transformers

no code implementations • 14 Aug 2023 • Lukas Rauch, Raphael Schwinger, Moritz Wirth, Bernhard Sick, Sven Tomforde, Christoph Scholz

We propose a shift towards end-to-end learning in bird sound monitoring by combining self-supervised (SSL) and deep active learning (DAL).

Active Learning Decision Making