Global birdsong embeddings enable superior transfer learning for bioacoustic classification

B Ghani, T Denton, S Kahl, H Klinck - Scientific Reports, 2023 - nature.com
Automated bioacoustic analysis aids understanding and protection of both marine and
terrestrial animals and their habitats across extensive spatiotemporal scales, and typically …

Feature embeddings from large-scale acoustic bird classifiers enable few-shot transfer learning

B Ghani, T Denton, S Kahl, H Klinck - arXiv preprint arXiv:2307.06292, 2023 - arxiv.org
Automated bioacoustic analysis aids understanding and protection of both marine and
terrestrial animals and their habitats across extensive spatiotemporal scales, and typically …

Effective ecological monitoring using passive acoustic sensors: Recommendations for conservation practitioners

D Teixeira, P Roe, BJ van Rensburg… - … Science and Practice, 2024 - Wiley Online Library
Passive acoustic recorders have emerged as powerful tools for ecological monitoring.
However, effective monitoring is not simply an act of recording sounds. To have meaning for …

Evaluating the potential of bioacoustics in avian migration research by citizen science and weather radar observations

N Weisshaupt, J Saari, J Koistinen - PLoS One, 2024 - journals.plos.org
The study of nocturnal bird migration brings observational challenges because of reduced
visibility and observability of birds at night. Remote sensing tools, especially radars, have …

Windy events detection in big bioacoustics datasets using a pre-trained Convolutional Neural Network

F Terranova, L Betti, V Ferrario, O Friard… - Science of the Total …, 2024 - Elsevier
Abstract Passive Acoustic Monitoring (PAM), which involves using autonomous record units
for studying wildlife behaviour and distribution, often requires handling big acoustic datasets …

AviEar: An IoT-based Low Power Solution for Acoustic Monitoring of Avian Species

R Verma, S Kumar - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
Birds play a pivotal role in maintaining global biodiversity by serving as vital agents in the
key ecosystem functions, such as seed dispersal, insect regulation, and pollination …

[HTML][HTML] Reshaping Bioacoustics Event Detection: Leveraging Few-Shot Learning (FSL) with Transductive Inference and Data Augmentation

N Ijaz, F Banoori, I Koo - Bioengineering, 2024 - pmc.ncbi.nlm.nih.gov
Bioacoustic event detection is a demanding endeavor involving recognizing and classifying
the sounds animals make in their natural habitats. Traditional supervised learning requires a …

Same data, different results? Evaluating machine learning approaches for individual identification in animal vocalisations

K Wierucka, D Murphy, SK Watson, N Falk, C Fichtel… - bioRxiv, 2024 - biorxiv.org
Automated acoustic analysis is increasingly used in animal communication studies, and
determining caller identity is a key element for many investigations. However, variability in …

Developing Cultivation Systems and Better Management Practices for Caribbean Tropical Seaweeds in US Waters

LM Roberson, GS Grebe, IB Arzeno-Soltero… - … Development: Focus on …, 2024 - Springer
At the time of writing, the Caribbean's small countries and island nations were experiencing
a loss of resources resulting from climate change, nutrient pollution, ocean acidification …