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Machine learning techniques have proved useful for classifying and analyzing audio content. However, recent methods typically rely on abstract and high-dimensional representations that are difficult to interpret. Inspired by…

Humans are highly dependent on the ability to process audio in order to interact through conversation and navigate from sound. For this, the shape of the ear acts as a mechanical audio filter. The anatomy of the outer human ear canal to…

计算机视觉与模式识别 · 计算机科学 2018-11-12 Sune Darkner , Stefan Sommer , Andreas Schuhmacher , Henrik Ingerslev Anders O. Baandrup , Carsten Thomsen , Søren Jønsson

Digital audio processing tools offer music researchers the opportunity to examine both non-notated music and music as performance. This chapter summarises the types of information that can be extracted from audio as well as currently…

声音 · 计算机科学 2021-11-10 Johanna Devaney

Given the recent surge in developments of deep learning, this article provides a review of the state-of-the-art deep learning techniques for audio signal processing. Speech, music, and environmental sound processing are considered…

声音 · 计算机科学 2019-05-28 Hendrik Purwins , Bo Li , Tuomas Virtanen , Jan Schlüter , Shuo-yiin Chang , Tara Sainath

Eurich et al. (2024) recently introduced the computationally efficient monaural and binaural audio quality model (eMoBi-Q). This model integrates both monaural and binaural auditory features and has been validated across six audio datasets…

音频与语音处理 · 电气工程与系统科学 2025-12-05 Thomas Biberger , Stephan D. Ewert

In this review, we examine computational models that explore the role of neural oscillations in speech perception, spanning from early auditory processing to higher cognitive stages. We focus on models that use rhythmic brain activities,…

神经元与认知 · 定量生物学 2025-02-19 Olesia Dogonasheva , Denis Zakharov , Anne-Lise Giraud , Boris Gutkin

The introduction of audio latent diffusion models possessing the ability to generate realistic sound clips on demand from a text description has the potential to revolutionize how we work with audio. In this work, we make an initial attempt…

音频与语音处理 · 电气工程与系统科学 2023-10-17 Dimitrios Bralios , Gordon Wichern , François G. Germain , Zexu Pan , Sameer Khurana , Chiori Hori , Jonathan Le Roux

This document describes a comprehensive procedure of how the biophysical model published by Verhulst et al. (2018) can be calibrated on the basis of reference auditory brainstem responses. Additionally, the filter design used in two of the…

音频与语音处理 · 电气工程与系统科学 2019-12-24 Alejandro Osses Vecchi , Sarah Verhulst

Foundation models (FMs) are increasingly spearheading recent advances on a variety of tasks that fall under the purview of computer audition -- the use of machines to understand sounds. They feature several advantages over traditional…

Animal experiments have provided many insights on auditory function, notably in cases of sensorineural hearing loss (SNHL). However, it is not always clear how these findings translate to the human auditory system in clinically relevant…

神经元与认知 · 定量生物学 2026-05-21 Morgan Thienpont , F. Deloche , S. Keshishzadeh , D. Kiselev , J. Bourien , J. -L. Puel , B. N. Buran , N. Bramhall , S. Verhulst

While there has been significant progress towards modelling coherence in written discourse, the work in modelling spoken discourse coherence has been quite limited. Unlike the coherence in text, coherence in spoken discourse is also…

计算与语言 · 计算机科学 2021-01-05 Rajaswa Patil , Yaman Kumar Singla , Rajiv Ratn Shah , Mika Hama , Roger Zimmermann

The front end of the human auditory system, the cochlea, converts sound signals from the outside world into neural impulses transmitted along the auditory pathway for further processing. The cochlea senses and separates sound in a nonlinear…

神经与进化计算 · 计算机科学 2015-03-03 Chetan Singh Thakur , Tara Julia Hamilton , Jonathan Tapson , Richard F. Lyon , André van Schaik

Many hearables contain an in-ear microphone, which may be used to capture the own voice of its user in noisy environments. Since the in-ear microphone mostly records body-conducted speech due to ear canal occlusion, it suffers from…

音频与语音处理 · 电气工程与系统科学 2024-03-25 Mattes Ohlenbusch , Christian Rollwage , Simon Doclo

Human auditory perception is compositional in nature -- we identify auditory streams from auditory scenes with multiple sound events. However, such auditory scenes are typically represented using clip-level representations that do not…

声音 · 计算机科学 2025-03-04 Sripathi Sridhar , Mark Cartwright

Translation of imagined speech electroencephalogram(EEG) into human understandable commands greatly facilitates the design of naturalistic brain computer interfaces. To achieve improved imagined speech unit classification, this work aims to…

信号处理 · 电气工程与系统科学 2020-11-05 Rini A Sharon , Hema A Murthy

Computational and human perception are often considered separate approaches for studying sound changes over time; few works have touched on the intersection of both. To fill this research gap, we provide a pioneering review contrasting…

计算与语言 · 计算机科学 2024-07-09 Siqi He , Wei Zhao

Audio processors whose parameters are modified periodically over time are often referred as time-varying or modulation based audio effects. Most existing methods for modeling these type of effect units are often optimized to a very specific…

音频与语音处理 · 电气工程与系统科学 2019-06-24 Marco A. Martínez Ramírez , Emmanouil Benetos , Joshua D. Reiss

The extent to which different biological and artificial neural systems rely on equivalent internal representations to support similar tasks remains a central question in neuroscience and machine learning. Prior work typically compares…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Jialin Wu , Shreya Saha , Yiqing Bo , Meenakshi Khosla

Audiograms are a particular type of line charts representing individuals' hearing level at various frequencies. They are used by audiologists to diagnose hearing loss, and further select and tune appropriate hearing aids for customers.…

计算机视觉与模式识别 · 计算机科学 2021-12-20 Shufan Li , Congxi Lu , Linkai Li , Jirong Duan , Xinping Fu , Haoshuai Zhou

Future health systems require the means to assess and track the neural and physiological function of a user over long periods of time and in the community. Human body responses are manifested through multiple modalities, such as the…