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In a conventional voice conversion (VC) framework, a VC model is often trained with a clean dataset consisting of speech data carefully recorded and selected by minimizing background interference. However, collecting such a high-quality…

Sound · Computer Science 2021-09-23 Chao Xie , Yi-Chiao Wu , Patrick Lumban Tobing , Wen-Chin Huang , Tomoki Toda

Non-parallel voice conversion aims to convert voice from a source domain to a target domain without paired training data. Cycle-Consistent Generative Adversarial Networks (CycleGAN) and Variational Autoencoders (VAE) have been used for this…

Sound · Computer Science 2025-10-16 Maharnab Saikia

Turn-taking is richly multimodal. Predictive turn-taking models (PTTMs) facilitate naturalistic human-robot interaction, yet most rely solely on speech. We introduce MM-VAP, a multimodal PTTM which combines speech with visual cues including…

Computation and Language · Computer Science 2025-10-27 Sam O'Connor Russell , Naomi Harte

visual information can be converted into audio stream via sensory substitution devices in order to give visually impaired people the chance of perception of their surrounding easily and simultaneous to performing everyday tasks. In this…

Sound · Computer Science 2021-06-17 Ezsan Mehrbani , Sezedeh Fatemeh Mirhoseini , Noushin Riahi

Audio and video are two most common modalities in the mainstream media platforms, e.g., YouTube. To learn from multimodal videos effectively, in this work, we propose a novel audio-video recognition approach termed audio video Transformer,…

Computer Vision and Pattern Recognition · Computer Science 2024-01-10 Wentao Zhu

Concurrent Speaker Detection (CSD), the task of identifying active speakers and their overlaps in an audio signal, is essential for various audio applications, including meeting transcription, speaker diarization, and speech separation.…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-16 Amit Eliav , Sharon Gannot

Beyond the conventional voice conversion (VC) where the speaker information is converted without altering the linguistic content, the background sounds are informative and need to be retained in some real-world scenarios, such as VC in…

Sound · Computer Science 2021-11-16 Chao Xie , Yi-Chiao Wu , Patrick Lumban Tobing , Wen-Chin Huang , Tomoki Toda

This paper presents a novel metric learning approach to address the performance gap between normal and silent speech in visual speech recognition (VSR). The difference in lip movements between the two poses a challenge for existing VSR…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-17 Sara Kashiwagi , Keitaro Tanaka , Qi Feng , Shigeo Morishima

Voice conversion models modify timbre while preserving paralinguistic features, enabling applications like dubbing and identity protection. However, most VC systems require access to target utterances, limiting their use when target data is…

Sound · Computer Science 2025-11-11 Meiying Melissa Chen , Zhenyu Wang , Zhiyao Duan

The recent successes of Vision-Language models raise the question of how to equivalently imbue a pretrained speech model with vision understanding, an important milestone towards building a multimodal speech model able to freely converse…

Computer Vision and Pattern Recognition · Computer Science 2025-03-21 Amélie Royer , Moritz Böhle , Gabriel de Marmiesse , Laurent Mazaré , Neil Zeghidour , Alexandre Défossez , Patrick Pérez

Audio-driven one-shot talking face generation methods are usually trained on video resources of various persons. However, their created videos often suffer unnatural mouth shapes and asynchronous lips because those methods struggle to learn…

Computer Vision and Pattern Recognition · Computer Science 2021-12-07 Suzhen Wang , Lincheng Li , Yu Ding , Xin Yu

Recent advances in sophisticated synthetic speech generated from text-to-speech (TTS) or voice conversion (VC) systems cause threats to the existing automatic speaker verification (ASV) systems. Since such synthetic speech is generated from…

Audio and Speech Processing · Electrical Eng. & Systems 2022-12-15 Youngsik Eom , Yeonghyeon Lee , Ji Sub Um , Hoirin Kim

The task of deepfakes detection is far from being solved by speech or vision researchers. Several publicly available databases of fake synthetic video and speech were built to aid the development of detection methods. However, existing…

Computer Vision and Pattern Recognition · Computer Science 2023-11-30 Pavel Korshunov , Haolin Chen , Philip N. Garner , Sebastien Marcel

The rapid advancement of deep learning models that can generate and synthesis hyper-realistic videos known as Deepfakes and their ease of access to the general public have raised concern from all concerned bodies to their possible malicious…

Computer Vision and Pattern Recognition · Computer Science 2021-03-12 Deressa Wodajo , Solomon Atnafu

Identity, accent, style, and emotions are essential components of human speech. Voice conversion (VC) techniques process the speech signals of two input speakers and other modalities of auxiliary information such as prompts and emotion…

Audio and Speech Processing · Electrical Eng. & Systems 2025-12-09 Xining Song , Zhihua Wei , Rui Wang , Haixiao Hu , Yanxiang Chen , Meng Han

In voice conversion (VC), it is crucial to preserve complete semantic information while accurately modeling the target speaker's timbre and prosody. This paper proposes FabasedVC to achieve VC with enhanced similarity in timbre, prosody,…

Sound · Computer Science 2025-11-14 Wenyu Wang , Zhetao Hu , Yiquan Zhou , Jiacheng Xu , Zhiyu Wu , Chen Li , Shihao Li

The voice conversion challenge is a bi-annual scientific event held to compare and understand different voice conversion (VC) systems built on a common dataset. In 2020, we organized the third edition of the challenge and constructed and…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-31 Yi Zhao , Wen-Chin Huang , Xiaohai Tian , Junichi Yamagishi , Rohan Kumar Das , Tomi Kinnunen , Zhenhua Ling , Tomoki Toda

In this paper, we propose a novel diffusion-based multi-condition controllable framework for video head swapping, which seamlessly transplant a human head from a static image into a dynamic video, while preserving the original body and…

Computer Vision and Pattern Recognition · Computer Science 2025-06-23 Chaonan Ji , Jinwei Qi , Peng Zhang , Bang Zhang , Liefeng Bo

Voice conversion (VC) stands as a crucial research area in speech synthesis, enabling the transformation of a speaker's vocal characteristics to resemble another while preserving the linguistic content. This technology has broad…

Sound · Computer Science 2025-04-29 Sandipan Dhar , Nanda Dulal Jana , Swagatam Das

Audio-visual speaker recognition is one of the tasks in the recent 2019 NIST speaker recognition evaluation (SRE). Studies in neuroscience and computer science all point to the fact that vision and auditory neural signals interact in the…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-11 Ruijie Tao , Rohan Kumar Das , Haizhou Li
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