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Rapid advancements in generative modeling have made synthetic audio generation easy, making speech-based services vulnerable to spoofing attacks. Consequently, there is a dire need for robust countermeasures more than ever. Existing…

声音 · 计算机科学 2025-09-03 Arnab Das , Yassine El Kheir , Carlos Franzreb , Tim Herzig , Tim Polzehl , Sebastian Möller

The recent development of Audio-based Distributional Semantic Models (ADSMs) enables the computation of audio and lexical vector representations in a joint acoustic-semantic space. In this work, these joint representations are applied to…

The problem of recovering signals of high complexity from low quality sensing devices is analyzed via a combination of tools from signal processing and harmonic analysis. By using the rich structure offered by the recent development in…

信息论 · 计算机科学 2020-03-16 Roza Aceska , Jean-Luc Bouchot , Shidong Li

Sampling and quantization are standard practices in signal and image processing, but a theoretical understanding of their impact is incomplete. We consider discrete image registration when the underlying function is a one-dimensional…

计算机视觉与模式识别 · 计算机科学 2024-10-28 Serap A. Savari

Audio-visual segmentation (AVS) aims to segment the sounding objects in video frames. Although great progress has been witnessed, we experimentally reveal that current methods reach marginal performance gain within the use of the unlabeled…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Jinxiang Liu , Yikun Liu , Fei Zhang , Chen Ju , Ya Zhang , Yanfeng Wang

The increase of the quantity of user-generated content experienced in social media has boosted the importance of analysing and organising the content by its quality. Here, we propose a method that uses audio fingerprinting to organise and…

音频与语音处理 · 电气工程与系统科学 2017-09-18 Gonçalo Mordido , João Magalhães , Sofia Cavaco

With the advancements in AI speech synthesis, it is easier than ever before to generate realistic audio in a target voice. One only needs a few seconds of reference audio from the target, quite literally putting words in the target person's…

声音 · 计算机科学 2026-03-23 Candice R. Gerstner

Voiceprints are widely used for authentication; however, they are easily captured in public settings and cannot be revoked once leaked. Existing anonymization systems operate inside recording devices, which makes them ineffective when…

声音 · 计算机科学 2026-04-23 Zhiyuan Ning , Zhanyong Tang , Xiaojiang Chen , Zheng Wang

Conventional speaker localization algorithms, based merely on the received microphone signals, are often sensitive to adverse conditions, such as: high reverberation or low signal to noise ratio (SNR). In some scenarios, e.g. in meeting…

声音 · 计算机科学 2015-08-14 Bracha Laufer-Goldshtein , Ronen Talmon , Sharon Gannot

Audio classification is paramount in a variety of applications including surveillance, healthcare monitoring, and environmental analysis. Traditional methods frequently depend on intricate signal processing algorithms and manually crafted…

声音 · 计算机科学 2025-02-24 Amlan Basu , Pranav Chaudhari , Gaetano Di Caterina

Audio event detection is a widely studied audio processing task, with applications ranging from self-driving cars to healthcare. In-the-wild datasets such as Audioset have propelled research in this field. However, many efforts typically…

音频与语音处理 · 电气工程与系统科学 2023-02-16 Rajat Hebbar , Digbalay Bose , Krishna Somandepalli , Veena Vijai , Shrikanth Narayanan

Embedding acoustic information into fixed length representations is of interest for a whole range of applications in speech and audio technology. Two novel unsupervised approaches to generate acoustic embeddings by modelling of acoustic…

计算与语言 · 计算机科学 2021-02-08 Yanpei Shi , Thomas Hain

Speaker verification systems are vulnerable to spoofing attacks which presents a major problem in their real-life deployment. To date, most of the proposed synthetic speech detectors (SSDs) have weighted the importance of different segments…

声音 · 计算机科学 2016-10-11 Ali Khodabakhsh , Cenk Demiroglu

Though playing an essential role in smart home systems, smart speakers are vulnerable to voice spoofing attacks. Passive liveness detection, which utilizes only the collected audio rather than the deployed sensors to distinguish between…

密码学与安全 · 计算机科学 2025-10-29 Yan Meng , Jiachun Li , Matthew Pillari , Arjun Deopujari , Liam Brennan , Hafsah Shamsie , Haojin Zhu , Yuan Tian

A deep neural network solution for time-scale modification (TSM) focused on large stretching factors is proposed, targeting environmental sounds. Traditional TSM artifacts such as transient smearing, loss of presence, and phasiness are…

音频与语音处理 · 电气工程与系统科学 2022-12-01 Leonardo Fierro , Alec Wright , Vesa Välimäki , Matti Hämäläinen

Audio captioning is an important research area that aims to generate meaningful descriptions for audio clips. Most of the existing research extracts acoustic features of audio clips as input to encoder-decoder and transformer architectures…

声音 · 计算机科学 2022-04-20 Ayşegül Özkaya Eren , Mustafa Sert

This paper addresses the structurally-constrained sparse decomposition of multi-dimensional signals onto overcomplete families of vectors, called dictionaries. The contribution of the paper is threefold. Firstly, a generic spatio-temporal…

数据结构与算法 · 计算机科学 2016-10-03 Yoann Isaac , Quentin Barthélemy , Cédric Gouy-Pailler , Michèle Sebag , Jamal Atif

Visual localization is a useful alternative to standard localization techniques. It works by utilizing cameras. In a typical scenario, features are extracted from captured images and compared with geo-referenced databases. Location…

计算机视觉与模式识别 · 计算机科学 2020-06-28 Li Weng , Valerie Gouet-Brunet , Bahman Soheilian

Despite surveillance systems are becoming increasingly ubiquitous in our living environment, automated surveillance, currently based on video sensory modality and machine intelligence, lacks most of the time the robustness and reliability…

声音 · 计算机科学 2014-09-30 Marco Crocco , Marco Cristani , Andrea Trucco , Vittorio Murino

Audio tagging aims to perform multi-label classification on audio chunks and it is a newly proposed task in the Detection and Classification of Acoustic Scenes and Events 2016 (DCASE 2016) challenge. This task encourages research efforts to…

声音 · 计算机科学 2017-03-20 Yong Xu , Qiuqiang Kong , Qiang Huang , Wenwu Wang , Mark D. Plumbley