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Audio-based equipment condition monitoring suffers from a lack of standardized methodologies for algorithm selection, hindering reproducible research. This paper addresses this gap by introducing a comprehensive framework for the systematic…

机器学习 · 计算机科学 2026-03-20 Srijesh Pillai , Yodhin Agarwal , Zaheeruddin Ahmed

Convolutional neural networks (CNNs) have been successfully applied on both discriminative and generative modeling for music-related tasks. For a particular task, the trained CNN contains information representing the decision making or the…

声音 · 计算机科学 2017-06-30 S. Geng , G. Ren , M. Ogihara

Dialect variation hampers automatic recognition of bird calls collected by passive acoustic monitoring. We address the problem on DB3V, a three-region, ten-species corpus of 8-s clips, and propose a deployable framework built on Time-Delay…

声音 · 计算机科学 2025-09-29 Jiani Ding , Qiyang Sun , Alican Akman , Björn W. Schuller

Fine-grained classification often requires recognizing specific object parts, such as beak shape and wing patterns for birds. Encouraging a fine-grained classification model to first detect such parts and then using them to infer the class…

计算机视觉与模式识别 · 计算机科学 2023-09-07 Robert van der Klis , Stephan Alaniz , Massimiliano Mancini , Cassio F. Dantas , Dino Ienco , Zeynep Akata , Diego Marcos

A cover song, by definition, is a new performance or recording of a previously recorded, commercially released song. It may be by the original artist themselves or a different artist altogether and can vary from the original in…

音频与语音处理 · 电气工程与系统科学 2020-05-22 Marko Stamenovic

We propose semantic communication over wireless channels for various modalities, e.g., text and images, in a task-oriented communications setup where the task is classification. We present two approaches based on memory and learning. Both…

信息论 · 计算机科学 2024-02-01 Emrecan Kutay , Aylin Yener

This paper presents a new approach to algorithmic composition, called predictive controlled music (PCM), which combines model predictive control (MPC) with music generation. PCM uses dynamic models to predict and optimize the music…

声音 · 计算机科学 2026-01-09 Midhun T. Augustine

Passive acoustic monitoring (PAM) has shown great promise in helping ecologists understand the health of animal populations and ecosystems. However, extracting insights from millions of hours of audio recordings requires the development of…

The current biodiversity loss crisis makes animal monitoring a relevant field of study. In light of this, data collected through monitoring can provide essential insights, and information for decision-making aimed at preserving global…

We aim to investigate advancing the state of the art of detection, classification and localization (DCL) in the field of bioacoustics. The two primary goals are to develop transferable technologies for detection and classification in: (1)…

分布式、并行与集群计算 · 计算机科学 2016-05-06 Peter J. Dugan , Christopher W. Clark , Yann André LeCun , Sofie M. Van Parijs

A system is presented that segments, clusters and predicts musical audio in an unsupervised manner, adjusting the number of (timbre) clusters instantaneously to the audio input. A sequence learning algorithm adapts its structure to a…

声音 · 计算机科学 2020-05-21 Ricard Marxer , Hendrik Purwins

Machine learning is the capacity of a computational system to learn structures from datasets in order to make predictions on newly seen data. Such an approach offers a significant advantage in music scenarios in which musicians can teach…

人机交互 · 计算机科学 2016-11-03 Rebecca Fiebrink , Baptiste Caramiaux

In the field of music information retrieval, the task of simultaneously identifying the presence or absence of multiple musical instruments in a polyphonic recording remains a hard problem. Previous works have seen some success in improving…

音频与语音处理 · 电气工程与系统科学 2020-06-23 Karn Watcharasupat , Siddharth Gururani , Alexander Lerch

Wind speed retrieval at sea surface is of primary importance for scientific and operational applications. Besides weather models, in-situ measurements and remote sensing technologies, especially satellite sensors, provide complementary…

Hit song prediction, one of the emerging fields in music information retrieval (MIR), remains a considerable challenge. Being able to understand what makes a given song a hit is clearly beneficial to the whole music industry. Previous…

信息检索 · 计算机科学 2023-02-01 Mengyisong Zhao , Morgan Harvey , David Cameron , Frank Hopfgartner , Valerie J. Gillet

Most singer identification methods are processed in the frequency domain, which potentially leads to information loss during the spectral transformation. In this paper, instead of the frequency domain, we propose an end-to-end architecture…

音频与语音处理 · 电气工程与系统科学 2022-05-24 Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao

This paper addresses the extraction of the bird vocalization embedding from the whole song level using disentangled representation learning (DRL). Bird vocalization embeddings are necessary for large-scale bioacoustic tasks, and…

音频与语音处理 · 电气工程与系统科学 2024-12-31 Runwu Shi , Katsutoshi Itoyama , Kazuhiro Nakadai

With music becoming an essential part of daily life, there is an urgent need to develop recommendation systems to assist people targeting better songs with fewer efforts. As the interactions between users and songs naturally construct a…

信息检索 · 计算机科学 2021-11-30 Zheng Gao , Chun Guo , Shutian Ma , Xiaozhong Liu

The US weather radar archive holds detailed information about biological phenomena in the atmosphere over the last 20 years. Communally roosting birds congregate in large numbers at nighttime roosting locations, and their morning exodus…

计算机视觉与模式识别 · 计算机科学 2020-04-28 Zezhou Cheng , Saadia Gabriel , Pankaj Bhambhani , Daniel Sheldon , Subhransu Maji , Andrew Laughlin , David Winkler

To develop a machine sound monitoring system, a method for detecting anomalous sound is proposed. In this paper, we explore a method for multiple clients to collaboratively learn an anomalous sound detection model while keeping their raw…

音频与语音处理 · 电气工程与系统科学 2024-03-26 Kota Dohi , Yohei Kawaguchi