High-frequency Near-field Physeter macrocephalus Monitoring by Stereo-Autoencoder and 3D Model of Sonar Organ

Autor: Ricard Marxer, Mark Asch, Valentin Barchasz, Hervé Glotin, Valentin Gies, Maxence Ferrari, Francois Sarano, Véronique Sarano
Přispěvatelé: Laboratoire Amiénois de Mathématique Fondamentale et Appliquée - UMR CNRS 7352 (LAMFA), Université de Picardie Jules Verne (UPJV)-Centre National de la Recherche Scientifique (CNRS), DYNamiques de l’Information (DYNI), Laboratoire d'Informatique et Systèmes (LIS), Aix Marseille Université (AMU)-Université de Toulon (UTLN)-Centre National de la Recherche Scientifique (CNRS)-Aix Marseille Université (AMU)-Université de Toulon (UTLN)-Centre National de la Recherche Scientifique (CNRS), Université de Toulon (UTLN), University of Sheffield [Sheffield], Longitude 181, Institut des Matériaux, de Microélectronique et des Nanosciences de Provence (IM2NP), Université de Toulon (UTLN)-Centre National de la Recherche Scientifique (CNRS)-Aix Marseille Université (AMU), Laboratoire Amiénois de Mathématique Fondamentale et Appliquée (LAMFA), Bureau des Longitudes, PNRIA, Ferrari, Maxence, Aix Marseille Université (AMU)-Université de Toulon (UTLN)-Centre National de la Recherche Scientifique (CNRS)
Jazyk: angličtina
Rok vydání: 2019
Předmět:
[SDV.BA] Life Sciences [q-bio]/Animal biology
Computer science
Cetacean Survey
FDTD
Weak Signal Detection
3d model
Near and far field
010103 numerical & computational mathematics
Tran- sient Analysis
01 natural sciences
Sonar
Index Terms-Passive Acoustic Monitoring
010104 statistics & probability
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
3d tracking
Sperm whale
3D Tracking
Stereo- Autoencoder
Computer vision
0101 mathematics
biology
business.industry
[SDV.BA]Life Sciences [q-bio]/Animal biology
Large aperture
[INFO.INFO-LG] Computer Science [cs]/Machine Learning [cs.LG]
Autoencoder
biology.organism_classification
[INFO.INFO-MO]Computer Science [cs]/Modeling and Simulation
Abyss Monitoring
Computer Science::Sound
Computer Science::Computer Vision and Pattern Recognition
Artificial intelligence
[INFO.INFO-MO] Computer Science [cs]/Modeling and Simulation
Antenna (radio)
business
Long Term Survey
Zdroj: OCEANS 2019
OCEANS 2019, Jun 2019, Marseille, France
HAL
Popis: International audience; Passive acoustics allow us to study large animals and obtain information that could not be gathered through other methods. In this paper we study a set of near-field audiovisual recordings of a sperm whale pod, acquired with a ultra high-frequency and small aperture antenna. We propose a novel kind of autoencoder, a Stereo-Autoencoder, and show how it allows to build acoustic manifolds in order to increase our knowledge regarding the characterization of their vocalizations, and possible acoustic individual signature.
Databáze: OpenAIRE