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Object-based audio production requires the positional metadata to be defined for each point-source object, including the key elements in the foreground of the sound scene. In many media production use cases, both cameras and microphones are…

音频与语音处理 · 电气工程与系统科学 2024-06-05 Davide Berghi , Philip J. B. Jackson

Dialogue models falter in noisy, multi-speaker environments, often producing irrelevant responses and awkward turn-taking. We present AV-Dialog, the first multimodal dialog framework that uses both audio and visual cues to track the target…

计算与语言 · 计算机科学 2025-11-17 Tuochao Chen , Bandhav Veluri , Hongyu Gong , Shyamnath Gollakota

Augmented reality devices have the potential to enhance human perception and enable other assistive functionalities in complex conversational environments. Effectively capturing the audio-visual context necessary for understanding these…

计算机视觉与模式识别 · 计算机科学 2022-01-07 Hao Jiang , Calvin Murdock , Vamsi Krishna Ithapu

Turn-taking is a fundamental mechanism in human communication that ensures smooth and coherent verbal interactions. Recent advances in Large Language Models (LLMs) have motivated their use in improving the turn-taking capabilities of Spoken…

计算与语言 · 计算机科学 2024-10-22 Muhammad Umair , Vasanth Sarathy , JP de Ruiter

Extracting the speech of participants in a conversation amidst interfering speakers and noise presents a challenging problem. In this paper, we introduce the novel task of target conversation extraction, where the goal is to extract the…

计算与语言 · 计算机科学 2024-09-26 Tuochao Chen , Qirui Wang , Bohan Wu , Malek Itani , Sefik Emre Eskimez , Takuya Yoshioka , Shyamnath Gollakota

The task of video-to-speech aims to translate silent video of lip movement to its corresponding audio signal. Previous approaches to this task are generally limited to the case of a single speaker, but a method that accounts for multiple…

音频与语音处理 · 电气工程与系统科学 2021-05-21 Dan Oneata , Adriana Stan , Horia Cucu

Audio-visual automatic speech recognition is a promising approach to robust ASR under noisy conditions. However, up until recently it had been traditionally studied in isolation assuming the video of a single speaking face matches the…

音频与语音处理 · 电气工程与系统科学 2022-05-13 Otavio Braga , Olivier Siohan

Speaker diarization consists of assigning speech signals to people engaged in a dialogue. An audio-visual spatiotemporal diarization model is proposed. The model is well suited for challenging scenarios that consist of several participants…

计算机视觉与模式识别 · 计算机科学 2018-10-15 Israel D. Gebru , Silèye Ba , Xiaofei Li , Radu Horaud

We present a speaker-aware approach for simulating multi-speaker conversations that captures temporal consistency and realistic turn-taking dynamics. Prior work typically models aggregate conversational statistics under an independence…

声音 · 计算机科学 2026-05-25 Máté Gedeon , Péter Mihajlik

Our goal is to isolate individual speakers from multi-talker simultaneous speech in videos. Existing works in this area have focussed on trying to separate utterances from known speakers in controlled environments. In this paper, we propose…

计算机视觉与模式识别 · 计算机科学 2018-06-20 Triantafyllos Afouras , Joon Son Chung , Andrew Zisserman

To extract the voice of a target speaker when mixed with a variety of other sounds, such as white and ambient noises or the voices of interfering speakers, we extend the Transformer network to attend the most relevant information with…

Multi-turn dialogues are characterized by their extended length and the presence of turn-taking conversations. Traditional language models often overlook the distinct features of these dialogues by treating them as regular text. In this…

计算与语言 · 计算机科学 2024-02-01 Sangwoo Cho , Kaiqiang Song , Chao Zhao , Xiaoyang Wang , Dong Yu

Transcribing and understanding multi-speaker conversations requires speech recognition, speaker attribution, and timestamp localization. While speech LLMs excel at single-speaker tasks, multi-speaker scenarios remain challenging due to…

音频与语音处理 · 电气工程与系统科学 2026-04-06 Zhennan Lin , Shuai Wang , Zhaokai Sun , Pengyuan Xie , Chuan Xie , Jie Liu , Qiang Zhang , Lei Xie

Existing voice AI assistants treat every detected pause as an invitation to speak. This works in dyadic dialogue, but in multi-party settings, where an AI assistant participates alongside multiple speakers, pauses are abundant and…

人工智能 · 计算机科学 2026-03-13 Kratika Bhagtani , Mrinal Anand , Yu Chen Xu , Amit Kumar Singh Yadav

This paper presents a self-supervised method for visual detection of the active speaker in a multi-person spoken interaction scenario. Active speaker detection is a fundamental prerequisite for any artificial cognitive system attempting to…

计算机视觉与模式识别 · 计算机科学 2019-07-19 Kalin Stefanov , Jonas Beskow , Giampiero Salvi

In a noisy conversation environment such as a dinner party, people often exhibit selective auditory attention, or the ability to focus on a particular speaker while tuning out others. Recognizing who somebody is listening to in a…

计算机视觉与模式识别 · 计算机科学 2023-03-29 Fiona Ryan , Hao Jiang , Abhinav Shukla , James M. Rehg , Vamsi Krishna Ithapu

Initially developed for natural language processing (NLP), Transformer model is now widely used for speech processing tasks such as speaker recognition, due to its powerful sequence modeling capabilities. However, conventional…

音频与语音处理 · 电气工程与系统科学 2022-01-28 Rui Wang , Junyi Ao , Long Zhou , Shujie Liu , Zhihua Wei , Tom Ko , Qing Li , Yu Zhang

Creating fair opportunities for all participants to contribute is a notable challenge in video conferencing. This paper introduces FairTalk, a system that facilitates the subconscious redistribution of speaking opportunities. FairTalk…

人机交互 · 计算机科学 2025-05-27 Ryo Iijima , Shigeo Yoshida , Atsushi Hashimoto , Jiaxin Ma

Conversation is a subject of increasing interest in the social, cognitive, and computational sciences. Yet as conversational datasets continue to increase in size and complexity, researchers lack scalable methods to segment speech-to-text…

计算与语言 · 计算机科学 2025-11-13 Gus Cooney , Andrew Reece

Authorship verification is the task of determining if two distinct writing samples share the same author and is typically concerned with the attribution of written text. In this paper, we explore the attribution of transcribed speech, which…

计算与语言 · 计算机科学 2025-05-19 Cristina Aggazzotti , Nicholas Andrews , Elizabeth Allyn Smith
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