Persistent Identifier
|
doi:10.17617/3.ETPUKU |
Publication Date
|
2024-07-26 |
Title
| Pretrained models for animal2vec and MeerKAT: A self-supervised transformer for rare-event raw audio input and a large-scale reference dataset for bioacoustics |
Author
| Schaefer-Zimmermann, Julian
Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior
Department of Biology, University of Konstanz
Centre for the Advanced Study of Collective Behaviour, University of Konstanz
Demartsev, Vlad
Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior
Department of Biology, University of Konstanz
Centre for the Advanced Study of Collective Behaviour, University of Konstanz
Averly, Baptiste
Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior
Department of Biology, University of Konstanz
Centre for the Advanced Study of Collective Behaviour, University of Konstanz
Dhanjal-Adams, Kiran
Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior
Department of Biology, University of Konstanz
Centre for the Advanced Study of Collective Behaviour, University of Konstanz
Duteil, Mathieu
Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior
Department of Biology, University of Konstanz
Centre for the Advanced Study of Collective Behaviour, University of Konstanz
Gall, Gabriella
Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior
Department of Biology, University of Konstanz
Centre for the Advanced Study of Collective Behaviour, University of Konstanz
Faiß, Marius
Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior
Department of Biology, University of Konstanz
Johnson-Ulrich, Lily
Department of Evolutionary Biology and Environmental Studie, University of Zurich
Stowell, Dan
Department of Cognitive Science and Artificial Intelligence, Tilburg University
Naturalis Biodiversity Center
Manser, Marta
Department of Evolutionary Biology and Environmental Studies, University of Zurich
Interdisciplinary Center for the Evolution of Language, University of Zurich
Roch, Marie
Department of Computer Science, San Diego State University
Strandburg-Peshkin, Ariana
Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior
Department of Biology, University of Konstanz
Centre for the Advanced Study of Collective Behaviour, University of Konstanz
|
Study Type
| simulation/modelling |
Description
| Model weights for animal2vec
Please find the accompanying code at our official repository: github.com/livingingroups/animal2vec
Here you find the model weights for the pretrained and the finetuned animal2vec model using the MeerKAT dataset.
For more information on how to use this, please see our paper and our GitHub repository. |
Subject
| Biology; Computer Science, Systems and Electrical Engineering |
Keyword
| Deep Learning
Transformer
Bioascoustics
Bioacoustics
audio
machine learning
Pretraining / Finetune
Meerkats
Model weights |
Language
| Not applicable |
Depositor
| Schaefer-Zimmermann, Julian |
Deposit Date
| 2024-07-25 |
Software
| animal2vec |
Related Publication
| Schäfer-Zimmermann, J. C., Demartsev, V., Averly, B., Dhanjal-Adams, K., Duteil, M., Gall, G., ... & Strandburg-Peshkin, A. (2024). animal2vec and MeerKAT: A self-supervised transformer for rare-event raw audio input and a large-scale reference dataset for bioacoustics. Preprint at arXiv:2406.01253. https://arxiv.org/abs/2406.01253 |
Related Datasets
| Schaefer-Zimmermann, Julian; Demartsev, Vlad; Averly, Baptiste; Dhanjal-Adams, Kiran; Duteil, Mathieu; Gall, Gabriella; Johnson-Ulrich, Lily; Stowell, Dan; Manser, Marta; Roch, Marie; Strandburg-Peshkin, Ariana, 2024, "MeerKAT: Meerkat Kalahari Audio Transcripts", https://doi.org/10.17617/3.0J0DYB, Edmond, V1 |