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This paper delves into the pioneering exploration of potential communication patterns within dog vocalizations and transcends traditional linguistic analysis barriers, which heavily relies on human priori knowledge on limited datasets to…

声音 · 计算机科学 2024-02-27 Xingyuan Li , Sinong Wang , Zeyu Xie , Mengyue Wu , Kenny Q. Zhu

Traditional approaches to automatic emotion recognition are relying on the application of handcrafted features. More recently however the advent of deep learning enabled algorithms to learn meaningful representations of input data…

音频与语音处理 · 电气工程与系统科学 2020-10-01 Dominik Schiller , Silvan Mertes , Elisabeth André

Acoustic emotion recognition aims to categorize the affective state of the speaker and is still a difficult task for machine learning models. The difficulties come from the scarcity of training data, general subjectivity in emotion…

计算与语言 · 计算机科学 2018-04-02 Egor Lakomkin , Cornelius Weber , Sven Magg , Stefan Wermter

There is a critical need to develop and validate non-invasive animal-based indicators of affective states in livestock species, in order to integrate them into on-farm assessment protocols, potentially via the use of precision livestock…

声音 · 计算机科学 2023-07-27 Dinu Gavojdian , Teddy Lazebnik , Madalina Mincu , Ariel Oren , Ioana Nicolae , Anna Zamansky

Insect population numbers and biodiversity have been rapidly declining with time, and monitoring these trends has become increasingly important for conservation measures to be effectively implemented. But monitoring methods are often…

声音 · 计算机科学 2024-02-01 Marius Faiß , Dan Stowell

This work focuses on reliable detection of bird sound emissions as recorded in the open field. Acoustic detection of avian sounds can be used for the automatized monitoring of multiple bird taxa and querying in long-term recordings for…

声音 · 计算机科学 2016-09-28 Ilyas Potamitis

Marine mammal communication is a complex field, hindered by the diversity of vocalizations and environmental factors. The Watkins Marine Mammal Sound Database (WMMD) constitutes a comprehensive labeled dataset employed in machine learning…

信号处理 · 电气工程与系统科学 2024-06-27 Alessandro Licciardi , Davide Carbone

This paper presents the machine learning approach to the automated classification of a dog's emotional state based on the processing and recognition of audio signals. It offers helpful information for improving human-machine interfaces and…

声音 · 计算机科学 2025-03-25 Mariia Slobodian , Mykola Kozlenko

How well can deep learning models trained on human-generated sounds distinguish between another species' vocalization types? We analyze the encoding of bat song syllables in several self-supervised audio encoders, and find that models…

声音 · 计算机科学 2024-09-20 Marianne de Heer Kloots , Mirjam Knörnschild

Understanding animal vocalizations through multi-source data fusion is crucial for assessing emotional states and enhancing animal welfare in precision livestock farming. This study aims to decode dairy cow contact calls by employing…

声音 · 计算机科学 2024-11-04 Bubacarr Jobarteh , Madalina Mincu , Gavojdian Dinu , Suresh Neethirajan

This paper investigates the temporal excitation patterns of creaky voice. Creaky voice is a voice quality frequently used as a phrase-boundary marker, but also as a means of portraying attitude, affective states and even social status.…

音频与语音处理 · 电气工程与系统科学 2020-06-02 Thomas Drugman , John Kane , Christer Gobl

We consider the problem of detecting, isolating and classifying elephant calls in continuously recorded audio. Such automatic call characterisation can assist conservation efforts and inform environmental management strategies. In contrast…

声音 · 计算机科学 2025-04-03 Christiaan M. Geldenhuys , Thomas R. Niesler

Speaker identity is one of the important characteristics of human speech. In voice conversion, we change the speaker identity from one to another, while keeping the linguistic content unchanged. Voice conversion involves multiple speech…

音频与语音处理 · 电气工程与系统科学 2020-11-18 Berrak Sisman , Junichi Yamagishi , Simon King , Haizhou Li

Rodents employ a broad spectrum of ultrasonic vocalizations (USVs) for social communication. As these vocalizations offer valuable insights into affective states, social interactions, and developmental stages of animals, various deep…

In this paper we present ensembles of classifiers for automated animal audio classification, exploiting different data augmentation techniques for training Convolutional Neural Networks (CNNs). The specific animal audio classification…

机器学习 · 计算机科学 2020-03-17 Loris Nanni , Gianluca Maguolo , Michelangelo Paci

Studying the neurological, genetic and evolutionary basis of human vocal communication mechanisms using animal vocalization models is an important field of neuroscience. The data sets typically comprise structured sequences of syllables or…

统计方法学 · 统计学 2016-12-20 Abhra Sarkar , Jonathan Chabout , Joshua Jones Macopson , Erich D. Jarvis , David B. Dunson

Self-supervised speech models have demonstrated impressive performance in speech processing, but their effectiveness on non-speech data remains underexplored. We study the transfer learning capabilities of such models on bioacoustic…

机器学习 · 计算机科学 2025-12-10 Jules Cauzinille , Marius Miron , Olivier Pietquin , Masato Hagiwara , Ricard Marxer , Arnaud Rey , Benoit Favre

Automatic species classification of birds from their sound is a computational tool of increasing importance in ecology, conservation monitoring and vocal communication studies. To make classification useful in practice, it is crucial to…

声音 · 计算机科学 2014-07-14 Dan Stowell , Mark D. Plumbley

Recognition of speech, and in particular the ability to generalize and learn from small sets of labelled examples like humans do, depends on an appropriate representation of the acoustic input. We formulate the problem of finding robust…

Acoustic classification of frogs has gotten a lot of attention recently due to its potential applicability in ecological investigations. Numerous studies have been presented for identifying frog species, although the majority of recorded…

机器学习 · 计算机科学 2021-12-13 Miriam Alabi