Kymatio: Scattering transforms in Python
M. Andreux, T. Angles, G. Exarchakis, R. Leonarduzzi, G. Rochette, L. Thiry, J. Zarka, S. Mallat, J. Andén, E. Belilovsky, J. Bruna, V. Lostanlen, M. Chaudhary, M. Hirn, E. Oyallon, S. Zhang, C. Cella, M. Eickenberg.
Journal of Machine Learning Research, vol. 21, no. 60, pp. 1−6, Jan. 2020.
[JMLR][PDF][Website][GitHub]
Chirping Up the Right Tree: Incorporating Biological Taxonomies into Deep Bioacoustic Classifiers
J. Cramer, V. Lostanlen, A. Farnsworth, J. Salamon, and J. P. Bello.
In Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain, May 2020.
[IEEE][PDF][Zenodo][GitHub][Copyright]
Learning the Helix Topology of Musical Pitch
V. Lostanlen, S. Sridhar, B. McFee, A. Farnsworth, and J. P. Bello.
In Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain, May 2020.
[PDF][Zenodo][GitHub]
SONYC Urban Sound Tagging (SONYC-UST): A Multilabel Dataset from an Urban Acoustic Sensor Network
M. Cartwright, A. E. Mendez Mendez, J. Cramer, V. Lostanlen, G. Dove, H.-H. Wu, J. Salamon, O. Nov, and J. P. Bello.
In Proceedings of the International Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE), Oct. 2019.
[PDF][Zenodo][GitHub][2020 challenge]
Long-distance Detection of Bioacoustic Events with Per-Channel Energy Normalization (PCEN)
V. Lostanlen, K. Palmer, E. Knight, C. Clark, H. Klinck, A. Farnsworth, T. Wong, J. Cramer, and J. P. Bello.
In Proceedings of the International Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE), Oct. 2019.
[PDF][GitHub]
Robust sound event detection in bioacoustic sensor networks
V. Lostanlen, J. Salamon, A. Farnsworth, S. Kelling, and J. P. Bello.
PLOS ONE, vol. 14, no. 10, Oct. 2019.
[PLOS][PDF][BibTeX][GitHub]
Matching Human Imitations to Birdsong: An Exploratory Analysis
K. Oudyk, Y.-H. Wu, V. Lostanlen, J. Salamon, A. Farnsworth, and J. P. Bello.
Proceedings of the International Workshop on Vocal Interactivity in-and-between Humans, Animals, and Robots, Aug. 2019.
[PDF][GitHub]
Fourier at the heart of computer music: From harmonic sounds to texture
V. Lostanlen, J. Andén, and M. Lagrange.
Comptes Rendus Physique, vol. 20, no. 5, pp. 461-473, Aug. 2019.
[ScienceDirect][PDF]
Joint Time—Frequency Scattering
J. Andén, V. Lostanlen, and S. Mallat.
IEEE Transactions on Signal Processing, vol. 67, no. 14, Jul. 2019.
[IEEE][PDF][GitHub][Copyright]
Per-Channel Energy Normalization: Why and how
V. Lostanlen, J. Salamon, M. Cartwright, B. McFee, A. Farnsworth, S. Kelling, and J. P. Bello.
IEEE Signal Processing Letters, vol. 26, no. 1, Jan. 2019.
[PDF][Copyright]
Birdvox-full-night: A Dataset and Benchmark for Avian Flight Call Detection
V. Lostanlen, J. Salamon, A. Farnsworth, S. Kelling, and J. P. Bello.
In Proceedings of the IEEE International Conference on Acoustics , Speech, and Signal Processing (ICASSP), Calgary, Canada, Apr. 2018.
[IEEE][PDF][Poster][Companion website][BibTeX][Copyright]
Fusing Shallow and Deep Learning for Bioacoustic Bird Species Classification
J. Salamon, J. P. Bello, A. Farnsworth and S. Kelling.
In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, USA, Mar. 2017.
[IEEE][PDF][Copyright]
Towards the Automatic Classification of Avian Flight Calls for Bioacoustic Monitoring
J. Salamon, J. P. Bello, A. Farnsworth, M. Robbins, S. Keen, H. Klinck and S. Kelling.
PLOS ONE 11(11): e0166866, 2016. doi: 10.1371/journal.pone.0166866.
[PLOS ONE][PDF][BibTeX]