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Emotional and controllable speech synthesis is a topic that has received much attention. However, most studies focused on improving the expressiveness and controllability in the context of linguistic content, even though natural verbal…

Sound · Computer Science 2022-01-27 Hieu-Thi Luong , Junichi Yamagishi

Customizing voice and speaking style in a speech synthesis system with intuitive and fine-grained controls is challenging, given that little data with appropriate labels is available. Furthermore, editing an existing human's voice also…

Sound · Computer Science 2023-10-27 Florian Lux , Pascal Tilli , Sarina Meyer , Ngoc Thang Vu

Large, human-annotated datasets are central to the development of natural language processing models. Collecting these datasets can be the most challenging part of the development process. We address this problem by introducing a general…

Computation and Language · Computer Science 2020-04-29 Alana Marzoev , Samuel Madden , M. Frans Kaashoek , Michael Cafarella , Jacob Andreas

Generating emotional talking faces is a practical yet challenging endeavor. To create a lifelike avatar, we draw upon two critical insights from a human perspective: 1) The connection between audio and the non-deterministic facial dynamics,…

Computer Vision and Pattern Recognition · Computer Science 2024-04-24 Shuai Tan , Bin Ji , Ye Pan

Voice data is increasingly being used in modern digital communications, yet there is still a lack of comprehensive tools for automated voice analysis and characterization. To this end, we developed the VANPY (Voice Analysis in Python)…

Sound · Computer Science 2025-05-06 Gregory Koushnir , Michael Fire , Galit Fuhrmann Alpert , Dima Kagan

Various applications of voice synthesis have been developed independently despite the fact that they generate "voice" as output in common. In addition, most of the voice synthesis models still require a large number of audio data paired…

Sound · Computer Science 2022-11-18 Hyeong-Seok Choi , Jinhyeok Yang , Juheon Lee , Hyeongju Kim

Modern speaker recognition system relies on abundant and balanced datasets for classification training. However, diverse defective datasets, such as partially-labelled, small-scale, and imbalanced datasets, are common in real-world…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-03 Ruijie Tao , Zhan Shi , Yidi Jiang , Tianchi Liu , Haizhou Li

Laughter is a social non-vocalization that is universal across cultures and languages, and is crucial for human communication, including social bonding and communication signaling. However, detecting laughter in audio is a challenging task,…

Computation and Language · Computer Science 2026-05-14 Sofia Callejas , Nahuel Gomez , Catherine Pelachaud , Brian Ravenet , Valentin Barriere

High-quality speech dialogue datasets are crucial for Speech-LLM development, yet existing acquisition methods face significant limitations. Human recordings incur high costs and privacy concerns, while synthetic approaches often lack…

Computation and Language · Computer Science 2025-04-01 Minghan Wang , Ye Bai , Yuxia Wang , Thuy-Trang Vu , Ehsan Shareghi , Gholamreza Haffari

Voice Conversion (VC) is a technique that aims to transform the non-linguistic information of a source utterance to change the perceived identity of the speaker. While there is a rich literature on VC, most proposed methods are trained and…

Understanding learners' cognitive and affective states underpins adaptive educational systems and effective teaching. Although research links nonverbal cues to internal states, no framework calibrates them to evidence. We present the…

Artificial Intelligence · Computer Science 2026-04-29 Sherzod Turaev , Mary John , Jaloliddin Rustamov , Zahiriddin Rustamov , Saja Aldabet , Nazar Zaki , Khaled Shuaib

Recent speech enhancement models have shown impressive performance gains by scaling up model complexity and training data. However, the impact of dataset variability (e.g. text, language, speaker, and noise) has been underexplored.…

Audio and Speech Processing · Electrical Eng. & Systems 2024-12-20 Leying Zhang , Wangyou Zhang , Chenda Li , Yanmin Qian

Human speech processing is inherently multimodal, where visual cues (lip movements) help to better understand the speech in noise. Lip-reading driven speech enhancement significantly outperforms benchmark audio-only approaches at low…

Computer Vision and Pattern Recognition · Computer Science 2019-09-24 Ahsan Adeel , Mandar Gogate , Amir Hussain

Artificial speech synthesis has made a great leap in terms of naturalness as recent Text-to-Speech (TTS) systems are capable of producing speech with similar quality to human recordings. However, not all speaking styles are easy to model:…

With recent improvements in natural language generation (NLG) models for various applications, it has become imperative to have the means to identify and evaluate whether NLG output is only sharing verifiable information about the external…

Spoken language understanding (SLU) system usually consists of various pipeline components, where each component heavily relies on the results of its upstream ones. For example, Intent detection (ID), and slot filling (SF) require its…

Computation and Language · Computer Science 2021-04-14 Di Wu , Yiren Chen , Liang Ding , Dacheng Tao

Speech enhancement has seen great improvement in recent years mainly through contributions in denoising, speaker separation, and dereverberation methods that mostly deal with environmental effects on vocal audio. To enhance speech beyond…

Sound · Computer Science 2021-02-02 Adam Polyak , Lior Wolf , Yossi Adi , Ori Kabeli , Yaniv Taigman

This paper proposes a fully explainable approach to speaker verification (SV), a task that fundamentally relies on individual speaker characteristics. The opaque use of speaker attributes in current SV systems raises concerns of trust.…

Sound · Computer Science 2024-05-31 Xiaoliang Wu , Chau Luu , Peter Bell , Ajitha Rajan

Generating high-quality speech efficiently remains a key challenge for generative models in speech synthesis. This paper introduces VQalAttent, a lightweight model designed to generate fake speech with tunable performance and…

Machine Learning · Computer Science 2024-11-25 Armani Rodriguez , Silvija Kokalj-Filipovic

In this paper, we introduce a large-scale and high-quality audio-visual speaker verification dataset, named VoxBlink. We propose an innovative and robust automatic audio-visual data mining pipeline to curate this dataset, which contains…

Audio and Speech Processing · Electrical Eng. & Systems 2023-12-14 Yuke Lin , Xiaoyi Qin , Guoqing Zhao , Ming Cheng , Ning Jiang , Haiyang Wu , Ming Li
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