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Implicit Neural Representations (INRs) are nowadays used to represent multimedia signals across various real-life applications, including image super-resolution, image compression, or 3D rendering. Existing methods that leverage INRs are…

机器学习 · 计算机科学 2023-06-21 Filip Szatkowski , Karol J. Piczak , Przemysław Spurek , Jacek Tabor , Tomasz Trzciński

Autoregressive (AR) modeling is invaluable in signal processing, in particular in speech and audio fields. Attempts in the literature can be found that regularize or constrain either the time-domain signal values or the AR coefficients,…

音频与语音处理 · 电气工程与系统科学 2026-02-06 Ondřej Mokrý , Pavel Rajmic

Ambisonics is a method for capturing and rendering a sound field accurately, assuming that the acoustics of the playback room does not significantly influence the sound field. However, in practice, the acoustics of the playback room may…

音频与语音处理 · 电气工程与系统科学 2025-10-14 Ali Fallah , Shun Nakamura , Steven van de Par

End-to-end full-duplex Speech Language Models (SLMs) require precise turn-taking for natural interaction. However, optimizing temporal dynamics via standard raw-token reinforcement learning (RL) degrades semantic quality, causing severe…

计算与语言 · 计算机科学 2026-04-14 Chi-Yuan Hsiao , Ke-Han Lu , Yu-Kuan Fu , Guan-Ting Lin , Hsiao-Tsung Hung , Hung-yi Lee

The reverberation time (T60) and the direct-to-reverberant ratio (DRR) are commonly used to characterize room acoustic environments. Both parameters can be measured from an acoustic impulse response (AIR) or using blind estimation methods…

声音 · 计算机科学 2019-10-23 Nicholas J. Bryan

The spatial impulse response (SIR) method is a well-known approach to calculate transient acoustic fields of arbitrary-shape transducers. It involves the evaluation of a time-dependent surface integral. Although analytic expressions of the…

数值分析 · 数学 2021-11-01 Dimitris Perdios , Florian Martinez , Marcel Arditi , Jean-Philippe Thiran

The image model method has been widely used to simulate room impulse responses and the endeavor to adapt this method to different applications has also piqued great interest over the last few decades. This paper attempts to extend the image…

声音 · 计算机科学 2023-08-22 Chao Pan , Lei Zhang , Yilong Lu , Jilu Jin , Lin Qiu , Jingdong Chen , Jacob Benesty

Air absorption is an important effect to consider when simulating room acoustics as it leads to significant attenuation in high frequencies. In this study, an offline method for adding air absorption to simulated room impulse responses is…

数值分析 · 数学 2021-07-27 Brian Hamilton

Room Impulse Responses (RIRs) accurately characterize acoustic properties of indoor environments and play a crucial role in applications such as speech enhancement, speech recognition, and audio rendering in augmented reality (AR) and…

音频与语音处理 · 电气工程与系统科学 2025-11-05 Chunxi Wang , Maoshen Jia , Wenyu Jin

Blind acoustic parameter estimation consists in inferring the acoustic properties of an environment from recordings of unknown sound sources. Recent works in this area have utilized deep neural networks trained either partially or…

声音 · 计算机科学 2022-07-20 Prerak Srivastava , Antoine Deleforge , Emmanuel Vincent

In this work, we introduce a novel framework which combines physics and machine learning methods to analyse acoustic signals. Three methods are developed for this task: a Bayesian inference approach for inferring the spectral acoustics…

声音 · 计算机科学 2023-05-30 Yongchao Huang , Yuhang He , Hong Ge

We propose AuralNet, a novel 3D multi-source binaural sound source localization approach that localizes overlapping sources in both azimuth and elevation without prior knowledge of the number of sources. AuralNet employs a gated…

音频与语音处理 · 电气工程与系统科学 2025-06-04 Linya Fu , Yu Liu , Zhijie Liu , Zedong Yang , Zhong-Qiu Wang , Youfu Li , He Kong

We introduce HiFi-HARP, a large-scale dataset of 7th-order Higher-Order Ambisonic Room Impulse Responses (HOA-RIRs) consisting of more than 100,000 RIRs generated via a hybrid acoustic simulation in realistic indoor scenes. HiFi-HARP…

声音 · 计算机科学 2025-10-27 Shivam Saini , Jürgen Peissig

In the analysis of acoustic scenes, often the occurring sounds have to be detected in time, recognized, and localized in space. Usually, each of these tasks is done separately. In this paper, a model-based approach to jointly carry them out…

声音 · 计算机科学 2017-12-20 Rupayan Chakraborty , Climent Nadeu

We present a method for improving the quality of synthetic room impulse responses for far-field speech recognition. We bridge the gap between the fidelity of synthetic room impulse responses (RIRs) and the real room impulse responses using…

声音 · 计算机科学 2021-11-15 Anton Ratnarajah , Zhenyu Tang , Dinesh Manocha

With the widespread application of automatic speech recognition (ASR) systems, their vulnerability to adversarial attacks has been extensively studied. However, most existing adversarial examples are generated on specific individual models,…

声音 · 计算机科学 2025-03-26 Weifei Jin , Junjie Su , Hejia Wang , Yulin Ye , Jie Hao

Prediction of room impulse responses (RIRs) is essential for room acoustics, spatial audio, and immersive applications, yet conventional simulations and measurements remain computationally expensive and time-consuming. This work proposes a…

音频与语音处理 · 电气工程与系统科学 2025-09-30 Imran Muhammad , Gerald Schuller

Sounds reach one microphone in a stereo pair sooner than the other, resulting in an interaural time delay that conveys their directions. Estimating a sound's time delay requires finding correspondences between the signals recorded by each…

计算机视觉与模式识别 · 计算机科学 2023-01-31 Ziyang Chen , David F. Fouhey , Andrew Owens

Subjective room acoustics impressions play an important role for the performance and reception of music in concert venues and auralizations. Therefore, room acoustics since the 20th century dealt with the relationship between objective,…

声音 · 计算机科学 2025-11-13 Leonie Böhlke , Tim Ziemer , Rolf Bader

This paper introduces a generalization of the empirical interpolation method (EIM) and the reduced basis method (RBM) in order to allow their combination with data mining and data assimilation. The purpose is to be able to derive sound…

数值分析 · 数学 2017-05-09 Y. Maday , O. Mula