Computational bioacoustics with deep learning: a review and roadmap

D Stowell - PeerJ, 2022 - peerj.com
Animal vocalisations and natural soundscapes are fascinating objects of study, and contain
valuable evidence about animal behaviours, populations and ecosystems. They are studied …

Automated bioacoustics: methods in ecology and conservation and their potential for animal welfare monitoring

MP Mcloughlin, R Stewart… - Journal of the Royal …, 2019 - royalsocietypublishing.org
Vocalizations carry emotional, physiological and individual information. This suggests that
they may serve as potentially useful indicators for inferring animal welfare. At the same time …

Automatic acoustic detection of birds through deep learning: the first bird audio detection challenge

D Stowell, MD Wood, H Pamuła… - Methods in Ecology …, 2019 - Wiley Online Library
Assessing the presence and abundance of birds is important for monitoring specific species
as well as overall ecosystem health. Many birds are most readily detected by their sounds …

ORCA-SPOT: An automatic killer whale sound detection toolkit using deep learning

C Bergler, H Schröter, RX Cheng, V Barth, M Weber… - Scientific reports, 2019 - nature.com
Large bioacoustic archives of wild animals are an important source to identify reappearing
communication patterns, which can then be related to recurring behavioral patterns to …

Overview of lifeclef 2022: an evaluation of machine-learning based species identification and species distribution prediction

A Joly, H Goëau, S Kahl, L Picek, T Lorieul… - … Conference of the Cross …, 2022 - Springer
Building accurate knowledge of the identity, the geographic distribution and the evolution of
species is essential for the sustainable development of humanity, as well as for biodiversity …

Detection of avian influenza-infected chickens based on a chicken sound convolutional neural network

K Cuan, T Zhang, J Huang, C Fang, Y Guan - Computers and electronics in …, 2020 - Elsevier
The modern poultry industry is large-scale and breeding-intensive, making the spread of
disease in poultry easier, faster and more harmful. Avian influenza (AI) is the most important …

Beluga whale acoustic signal classification using deep learning neural network models

M Zhong, M Castellote, R Dodhia… - The Journal of the …, 2020 - pubs.aip.org
Over a decade after the Cook Inlet beluga (Delphinapterus leucas) was listed as
endangered in 2008, the population has shown no sign of recovery. Lack of ecological …

A systematic literature review on the use of deep learning in precision livestock detection and localization using unmanned aerial vehicles

DBM Yousefi, ASM Rafie, SAR Al-Haddad… - Ieee …, 2022 - ieeexplore.ieee.org
With the ever-increasing importance of dairy and meat production, precision livestock
farming (PLF) using advanced information technologies is emerging to improve farming …

Automated detection of Hainan gibbon calls for passive acoustic monitoring

E Dufourq, I Durbach, JP Hansford… - Remote Sensing in …, 2021 - Wiley Online Library
Extracting species calls from passive acoustic recordings is a common preliminary step to
ecological analysis. For many species, particularly those occupying noisy, acoustically …

Robust sound event detection in bioacoustic sensor networks

V Lostanlen, J Salamon, A Farnsworth, S Kelling… - PloS one, 2019 - journals.plos.org
Bioacoustic sensors, sometimes known as autonomous recording units (ARUs), can record
sounds of wildlife over long periods of time in scalable and minimally invasive ways …