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Voice cloning technologies have found applications in a variety of areas ranging from personalized speech interfaces to advertisement, robotics, and so on. Existing voice cloning systems are capable of learning speaker characteristics and…

Audio and Speech Processing · Electrical Eng. & Systems 2019-02-20 Hafiz Malik

Conversational agents (CAs) have the great potential in mitigating the clinicians' burden in screening for neurocognitive disorders among older adults. It is important, therefore, to develop CAs that can be engaging, to elicit…

Human-Computer Interaction · Computer Science 2022-02-17 Zijian Ding , Jiawen Kang , Tinky Oi Ting HO , Ka Ho Wong , Helene H. Fung , Helen Meng , Xiaojuan Ma

Motivated by unconsolidated data situation and the lack of a standard benchmark in the field, we complement our previous efforts and present a comprehensive corpus designed for training and evaluating text-independent multi-channel speaker…

Audio and Speech Processing · Electrical Eng. & Systems 2021-11-15 Ladislav Mošner , Oldřich Plchot , Lukáš Burget , Jan Černocký

In this work, we present TalkCuts, a large-scale dataset designed to facilitate the study of multi-shot human speech video generation. Unlike existing datasets that focus on single-shot, static viewpoints, TalkCuts offers 164k clips…

Computer Vision and Pattern Recognition · Computer Science 2025-10-14 Jiaben Chen , Zixin Wang , Ailing Zeng , Yang Fu , Xueyang Yu , Siyuan Cen , Julian Tanke , Yihang Chen , Koichi Saito , Yuki Mitsufuji , Chuang Gan

Recently emerged intelligent assistants on smartphones and home electronics (e.g., Siri and Alexa) can be seen as novel hybrids of domain-specific task-oriented spoken dialogue systems and open-domain non-task-oriented ones. To realize such…

Computation and Language · Computer Science 2018-07-25 Satoshi Akasaki , Nobuhiro Kaji

Wav2vec2 has achieved success in applying Transformer architecture and self-supervised learning to speech recognition. Recently, these have come to be used not only for speech recognition but also for the entire speech processing. This…

Sound · Computer Science 2023-09-12 Harunori Kawano , Sota Shimizu

In this paper, we present a novel dataset captured using a VR headset to record conversations between participants within a physics simulator (AI2-THOR). Our primary objective is to extend the field of co-speech gesture generation by…

Computer Vision and Pattern Recognition · Computer Science 2024-10-02 Anna Deichler , Jim O'Regan , Jonas Beskow

Most LLM benchmarks score how well a model responds to explicit requests. They leave unmeasured a different conversational ability: noticing and acting on needs the user has implied but not said. We call this \emph{conversational…

Machine Learning · Computer Science 2026-05-12 Sepehr Harfi , Ahmad Salimi , Dongming Shen , Alex Smola

Speech is known to carry health-related attributes, which has emerged as a novel venue for remote and long-term health monitoring. However, existing models are usually tailored for a specific type of disease, and have been shown to lack…

Audio and Speech Processing · Electrical Eng. & Systems 2024-10-11 Yi Zhu , Tiago Falk

It may be difficult for some individuals to open up and share their thoughts and feelings in front of a mental health expert. For those who are more at ease with a virtual agent, conversational agents can serve as an intermediate step in…

Computation and Language · Computer Science 2021-11-17 Harsh Sakhrani , Saloni Parekh , Shubham Mahajan

Full-duplex, spontaneous conversational data are essential for enhancing the naturalness and interactivity of synthesized speech in conversational TTS systems. We present two open-source dual-track conversational speech datasets, one in…

Sound · Computer Science 2025-09-05 Zhitong Zhou , Qingqing Zhang , Lei Luo , Jiechen Liu , Ruohua Zhou

We present a real-time front-end for voice-based conversational AI to enable natural turn-taking in two-speaker scenarios by combining primary speaker segmentation with hierarchical End-of-Turn (EOT) detection. To operate robustly in…

Machine Learning · Computer Science 2026-03-17 Karim Helwani , Hoang Do , James Luan , Sriram Srinivasan

This paper introduces a new database of voice recordings with the goal of supporting research on vulnerabilities and protection of voice-controlled systems (VCSs). In contrast to prior efforts, the proposed database contains both genuine…

Cryptography and Security · Computer Science 2019-07-03 Yuan Gong , Jian Yang , Jacob Huber , Mitchell MacKnight , Christian Poellabauer

Conversational assistants are increasingly popular across diverse real-world applications, highlighting the need for advanced multimodal speech modeling. Speech, as a natural mode of communication, encodes rich user-specific characteristics…

Computation and Language · Computer Science 2024-12-23 Maximillian Chen , Ruoxi Sun , Sercan Ö. Arık

A recent trend in speech processing is the use of embeddings created through machine learning models trained on a specific task with large datasets. By leveraging the knowledge already acquired, these models can be reused in new tasks where…

Sound · Computer Science 2023-06-27 Andrés Carofilis , Laura Fernández-Robles , Enrique Alegre , Eduardo Fidalgo

Curated datasets for healthcare are often limited due to the need of human annotations from experts. In this paper, we present MedEval, a multi-level, multi-task, and multi-domain medical benchmark to facilitate the development of language…

Computation and Language · Computer Science 2023-11-16 Zexue He , Yu Wang , An Yan , Yao Liu , Eric Y. Chang , Amilcare Gentili , Julian McAuley , Chun-Nan Hsu

Wav2vec 2.0 is a recently proposed self-supervised framework for speech representation learning. It follows a two-stage training process of pre-training and fine-tuning, and performs well in speech recognition tasks especially ultra-low…

Sound · Computer Science 2021-01-15 Zhiyun Fan , Meng Li , Shiyu Zhou , Bo Xu

Lexical alignment, where speakers start to use similar words across conversation, is known to contribute to successful communication. However, its implementation in conversational agents remains underexplored, particularly considering the…

Computation and Language · Computer Science 2025-11-05 Keara Schaaij , Roel Boumans , Tibor Bosse , Iris Hendrickx

Affective speech analysis is an ongoing topic of research. A relatively new problem in this field is the analysis of vocal bursts, which are nonverbal vocalisations such as laughs or sighs. Current state-of-the-art approaches to address…

Sound · Computer Science 2022-09-29 Tobias Hallmen , Silvan Mertes , Dominik Schiller , Elisabeth André

We introduce Autodecompose, a novel self-supervised generative model that decomposes data into two semantically independent properties: the desired property, which captures a specific aspect of the data (e.g. the voice in an audio signal),…

Machine Learning · Computer Science 2023-02-14 Mohammad Reza Bonyadi