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BirdVox-full-night: a dataset and website for avian flight call detection.

Abstract: 

This article addresses the automatic detection of vocal, nocturnally migrating birds from a network of acoustic sensors.
Thus far, owing to the lack of annotated continuous recordings, existing methods had been benchmarked in a binary classification setting (presence vs. absence).
Instead, with the aim of comparing them in event detection, we release BirdVox-full-night, a dataset of 62 hours of audio comprising 35402 flight calls of nocturnally migrating birds, as recorded from 6 sensors.
We find a large performance gap between energy-based detection functions and data-driven machine listening.
The best model is a deep convolutional neural network trained with data augmentation.
We correlate recall with the density of flight calls over time and frequency and identify the main causes of false alarm.

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Paper Details

Authors:
Vincent Lostanlen, Justin Salamon, Andrew Farnsworth, Steve Kelling, and Juan Pablo Bello
Submitted On:
17 April 2018 - 3:54pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Vincent Lostanlen
Paper Code:
4130
Document Year:
2018
Cite

Document Files

lostanlen_icassp2018_poster.pdf

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[1] Vincent Lostanlen, Justin Salamon, Andrew Farnsworth, Steve Kelling, and Juan Pablo Bello, "BirdVox-full-night: a dataset and website for avian flight call detection.", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/2941. Accessed: Aug. 17, 2019.
@article{2941-18,
url = {http://sigport.org/2941},
author = {Vincent Lostanlen; Justin Salamon; Andrew Farnsworth; Steve Kelling; and Juan Pablo Bello },
publisher = {IEEE SigPort},
title = {BirdVox-full-night: a dataset and website for avian flight call detection.},
year = {2018} }
TY - EJOUR
T1 - BirdVox-full-night: a dataset and website for avian flight call detection.
AU - Vincent Lostanlen; Justin Salamon; Andrew Farnsworth; Steve Kelling; and Juan Pablo Bello
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/2941
ER -
Vincent Lostanlen, Justin Salamon, Andrew Farnsworth, Steve Kelling, and Juan Pablo Bello. (2018). BirdVox-full-night: a dataset and website for avian flight call detection.. IEEE SigPort. http://sigport.org/2941
Vincent Lostanlen, Justin Salamon, Andrew Farnsworth, Steve Kelling, and Juan Pablo Bello, 2018. BirdVox-full-night: a dataset and website for avian flight call detection.. Available at: http://sigport.org/2941.
Vincent Lostanlen, Justin Salamon, Andrew Farnsworth, Steve Kelling, and Juan Pablo Bello. (2018). "BirdVox-full-night: a dataset and website for avian flight call detection.." Web.
1. Vincent Lostanlen, Justin Salamon, Andrew Farnsworth, Steve Kelling, and Juan Pablo Bello. BirdVox-full-night: a dataset and website for avian flight call detection. [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/2941