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We introduce the joint time-frequency scattering transform, a time shift invariant descriptor of time-frequency structure for audio classification. It is obtained by applying a two-dimensional wavelet transform in time and log-frequency to…

声音 · 计算机科学 2018-08-06 Joakim Andén , Vincent Lostanlen , Stéphane Mallat

In time series classification and regression, signals are typically mapped into some intermediate representation used for constructing models. Since the underlying task is often insensitive to time shifts, these representations are required…

声音 · 计算机科学 2019-07-16 Joakim Andén , Vincent Lostanlen , Stéphane Mallat

Joint time-frequency scattering (JTFS) is a convolutional operator in the time-frequency domain which extracts spectrotemporal modulations at various rates and scales. It offers an idealized model of spectrotemporal receptive fields (STRF)…

Automated cattle activity classification allows herders to continuously monitor the health and well-being of livestock, resulting in increased quality and quantity of beef and dairy products. In this paper, a sequential deep neural network…

This paper, a technical summary of our preceding publication, introduces a robust machine learning framework for the detection of vocal activities of Coppery titi monkeys. Utilizing a combination of MFCC features and a bidirectional…

声音 · 计算机科学 2024-07-02 Aditya Ravuri , Jen Muir , Neil D. Lawrence

The scattering framework offers an optimal hierarchical convolutional decomposition according to its kernels. Convolutional Neural Net (CNN) can be seen as an optimal kernel decomposition, nevertheless it requires large amount of training…

声音 · 计算机科学 2017-01-24 Herve Glotin , Julien Ricard , Randall Balestriero

Precision livestock farming optimizes livestock production through the use of sensor information and communication technologies to support decision making, proactively and near real-time. Among available technologies to monitor foraging…

Many animals emit vocal sounds which, independently from the sounds' function, embed some individually-distinctive signature. Thus the automatic recognition of individuals by sound is a potentially powerful tool for zoology and ecology…

声音 · 计算机科学 2018-10-23 Dan Stowell , Tereza Petrusková , Martin Šálek , Pavel Linhart

Understanding evolution of vocal communication in social animals is an important research problem. In that context, beyond humans, there is an interest in analyzing vocalizations of other social animals such as, meerkats, marmosets, apes.…

音频与语音处理 · 电气工程与系统科学 2024-08-29 Imen Ben Mahmoud , Eklavya Sarkar , Marta Manser , Mathew Magimai. -Doss

In order to enhance the performance of Transformer models for long-term multivariate forecasting while minimizing computational demands, this paper introduces the Joint Time-Frequency Domain Transformer (JTFT). JTFT combines time and…

机器学习 · 计算机科学 2023-10-31 Yushu Chen , Shengzhuo Liu , Jinzhe Yang , Hao Jing , Wenlai Zhao , Guangwen Yang

Flattery is an important aspect of human communication that facilitates social bonding, shapes perceptions, and influences behavior through strategic compliments and praise, leveraging the power of speech to build rapport effectively. Its…

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

Chick sexing, the process of determining the gender of day-old chicks, is a critical task in the poultry industry due to the distinct roles that each gender plays in production. While effective traditional methods achieve high accuracy,…

计算机视觉与模式识别 · 计算机科学 2024-10-15 Marta Veganzones Rodriguez , Thinh Phan , Arthur F. A. Fernandes , Vivian Breen , Jesus Arango , Michael T. Kidd , Ngan Le

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

We propose an Joint Radar and Communication (JRC) system that utilizes the Orthogonal Time Frequency Space (OTFS) signals. The system features a fast radar sensing algorithm for detecting target range and speed by using the OTFS…

信息论 · 计算机科学 2025-10-02 Xiaojuan Zhang , Yonghong Zeng , Francois Chin Po Shin

One of the interests of modern poultry farming is the vocalization of laying hens which contain very useful information on health behavior. This information is used as health and well-being indicators that help breeders better monitor…

声音 · 计算机科学 2024-01-19 Fréjus A. A. Laleye , Mikaël A. Mousse

It is the purpose of the paper to describe the virtues of time-frequency methods for signal processing applications, having astronomical time series in mind. Different methods are considered and their potential usefulness respectively…

天体物理学 · 物理学 2009-11-07 R. Vio , W. Wamsteker

The rise of AI voice-cloning technology, particularly audio Real-time Deepfakes (RTDFs), has intensified social engineering attacks by enabling real-time voice impersonation that bypasses conventional enrollment-based authentication. This…

声音 · 计算机科学 2025-05-27 Govind Mittal , Arthur Jakobsson , Kelly O. Marshall , Chinmay Hegde , Nasir Memon

Effective wireless communications are increasingly important in maintaining the successful closed-loop operation of mission-critical industrial Internet-of-Things (IIoT) applications. To meet the ever-increasing demands on better wireless…

信号处理 · 电气工程与系统科学 2021-11-09 Kai Wu , J. Andrew Zhang , Xiaojing Huang , Y. Jay Guo

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
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