Search Results - "Stowell, Dan"

Computational bioacoustics with deep learning: a review and roadmap by Stowell, Dan

“…Animal vocalisations and natural soundscapes are fascinating objects of study, and contain valuable evidence about animal behaviours, populations and…”
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Adaptive representations of sound for automatic insect recognition by Faiß, Marius, Stowell, Dan

“…Insect population numbers and biodiversity have been rapidly declining with time, and monitoring these trends has become increasingly important for…”
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Detection and Classification of Acoustic Scenes and Events by Stowell, Dan, Giannoulis, Dimitrios, Benetos, Emmanouil, Lagrange, Mathieu, Plumbley, Mark D.

“…For intelligent systems to make best use of the audio modality, it is important that they can recognize not just speech and music, which have been researched…”
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Automatic acoustic detection of birds through deep learning: The first Bird Audio Detection challenge by Stowell, Dan, Wood, Michael D., Pamuła, Hanna, Stylianou, Yannis, Glotin, Hervé, Orme, David

“…Assessing the presence and abundance of birds is important for monitoring specific species as well as overall ecosystem health. Many birds are most readily…”
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Automatic large-scale classification of bird sounds is strongly improved by unsupervised feature learning by Stowell, Dan, Plumbley, Mark D

“…Automatic species classification of birds from their sound is a computational tool of increasing importance in ecology, conservation monitoring and vocal…”
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Efficient Speech Detection in Environmental Audio Using Acoustic Recognition and Knowledge Distillation by Priebe, Drew, Ghani, Burooj, Stowell, Dan

“…The ongoing biodiversity crisis, driven by factors such as land-use change and global warming, emphasizes the need for effective ecological monitoring methods…”
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Deep perceptual embeddings for unlabelled animal sound events by Morfi, Veronica, Lachlan, Robert F, Stowell, Dan

“…Evaluating sound similarity is a fundamental building block in acoustic perception and computational analysis. Traditional data-driven analyses of perceptual…”
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Ecoacoustics: acoustic sensing for biodiversity monitoring at scale by Stowell, Dan, Sueur, Jérôme

“…[...]ambient sound recordings such as those obtained with automatic devices contain evidence for a long list of ecological information, such as: species…”
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Deep Learning for Audio Event Detection and Tagging on Low-Resource Datasets by Morfi, Veronica, Stowell, Dan

“…In training a deep learning system to perform audio transcription, two practical problems may arise. Firstly, most datasets are weakly labelled, having only a…”
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Detailed temporal structure of communication networks in groups of songbirds by Stowell, Dan, Gill, Lisa, Clayton, David

“…Animals in groups often exchange calls, in patterns whose temporal structure may be influenced by contextual factors such as physical location and the social…”
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Bird song comparison using deep learning trained from avian perceptual judgments by Zandberg, Lies, Morfi, Veronica, George, Julia M, Clayton, David F, Stowell, Dan, Lachlan, Robert F

“…Our understanding of bird song, a model system for animal communication and the neurobiology of learning, depends critically on making reliable, validated…”
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Acoustic traits of bat-pollinated flowers compared to flowers of other pollination syndromes and their echo-based classification using convolutional neural networks by Simon, Ralph, Bakunowski, Karol, Reyes-Vasques, Angel Eduardo, Tschapka, Marco, Knörnschild, Mirjam, Steckel, Jan, Stowell, Dan

“…Bat-pollinated flowers have to attract their pollinators in absence of light and therefore some species developed specialized echoic floral parts. These parts…”
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On-Bird Sound Recordings: Automatic Acoustic Recognition of Activities and Contexts by Stowell, Dan, Benetos, Emmanouil, Gill, Lisa F.

“…We introduce a novel approach to studying animal behavior and the context in which it occurs, through the use of microphone backpacks carried on the backs of…”
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Multilabel Acoustic Event Classification Using Real-World Urban Data and Physical Redundancy of Sensors by Vidaña-Vila, Ester, Navarro, Joan, Stowell, Dan, Alsina-Pagès, Rosa Ma

“…Many people living in urban environments nowadays are overexposed to noise, which results in adverse effects on their health. Thus, urban sound monitoring has…”
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Detection and classification of acoustic scenes and events: An IEEE AASP challenge by Giannoulis, Dimitrios, Benetos, Emmanouil, Stowell, Dan, Rossignol, Mathias, Lagrange, Mathieu, Plumbley, Mark D.

“…This paper describes a newly-launched public evaluation challenge on acoustic scene classification and detection of sound events within a scene. Systems…”
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Online visibility graphs: Encoding visibility in a binary search tree by Fano Yela, Delia, Thalmann, Florian, Nicosia, Vincenzo, Stowell, Dan, Sandler, Mark

“…A visibility algorithm maps time series into complex networks following a simple criterion, and the resulting visibility graphs have recently proven to be a…”
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NIPS4Bplus: a richly annotated birdsong audio dataset by Morfi, Veronica, Bas, Yves, Pamuła, Hanna, Glotin, Hervé, Stowell, Dan

“…Recent advances in birdsong detection and classification have approached a limit due to the lack of fully annotated recordings. In this paper, we present…”
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Camtrap DP: an open standard for the FAIR exchange and archiving of camera trap data by Bubnicki, Jakub W., Norton, Ben, Baskauf, Steven J., Bruce, Tom, Cagnacci, Francesca, Casaer, Jim, Churski, Marcin, Cromsigt, Joris P. G. M., Farra, Simone Dal, Fiderer, Christian, Forrester, Tavis D., Hendry, Heidi, Heurich, Marco, Hofmeester, Tim R., Jansen, Patrick A., Kays, Roland, Kuijper, Dries P. J., Liefting, Yorick, Linnell, John D. C., Luskin, Matthew S., Mann, Christopher, Milotic, Tanja, Newman, Peggy, Niedballa, Jürgen, Oldoni, Damiano, Ossi, Federico, Robertson, Tim, Rovero, Francesco, Rowcliffe, Marcus, Seidenari, Lorenzo, Stachowicz, Izabela, Stowell, Dan, Tobler, Mathias W., Wieczorek, John, Zimmermann, Fridolin, Desmet, Peter

“…Camera trapping has revolutionized wildlife ecology and conservation by providing automated data acquisition, leading to the accumulation of massive amounts of…”
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Modern Approaches to the Monitoring of Biоdiversity (MAMBO) by Høye, Toke, August, Tom, Balzan, Mario V, Biesmeijer, Koos, Bonnet, Pierre, Breeze, Tom, Dominik, Christophe, Gerard, France, Joly, Alexis, Kalkman, Vincent, Kissling, W. Daniel, Metodiev, Teodor, Moeslund, Jesper, Potts, Simon, Roy, David, Schweiger, Oliver, Senapathi, Deepa, Settele, Josef, Stoev, Pavel, Stowell, Dan

“…EU policies, such as the EU biodiversity strategy 2030 and the Birds and Habitats Directives, demand unbiased, integrated and regularly updated biodiversity…”
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Deep perceptual embeddings for unlabelled animal sound eventsa by Morfi, Veronica, Lachlan, Robert F., Stowell, Dan

“…Evaluating sound similarity is a fundamental building block in acoustic perception and computational analysis. Traditional data-driven analyses of perceptual…”
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