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Audiovisual speech recognition (AVSR) combines acoustic and visual cues to improve transcription robustness under challenging conditions but remains out of reach for most under-resourced languages due to the lack of labeled video corpora…

音频与语音处理 · 电气工程与系统科学 2026-03-10 Pol Buitrago , Pol Gàlvez , Oriol Pareras , Javier Hernando

The evolving speech processing landscape is increasingly focused on complex scenarios like meetings or cocktail parties with multiple simultaneous speakers and far-field conditions. Existing methodologies for addressing these challenges…

Audiovisual active speaker detection (ASD) in egocentric recordings is challenged by frequent occlusions, motion blur, and audio interference, which undermine the discernability of temporal synchrony between lip movement and speech.…

多媒体 · 计算机科学 2025-08-15 Jason Clarke , Yoshihiko Gotoh , Stefan Goetze

The goal of this work is Active Speaker Detection (ASD), a task to determine whether a person is speaking or not in a series of video frames. Previous works have dealt with the task by exploring network architectures while learning…

计算机视觉与模式识别 · 计算机科学 2023-09-22 Chaeyoung Jung , Suyeon Lee , Kihyun Nam , Kyeongha Rho , You Jin Kim , Youngjoon Jang , Joon Son Chung

Audio-based automatic speech recognition (ASR) degrades significantly in noisy environments and is particularly vulnerable to interfering speech, as the model cannot determine which speaker to transcribe. Audio-visual speech recognition…

声音 · 计算机科学 2022-07-18 Bowen Shi , Wei-Ning Hsu , Abdelrahman Mohamed

The use of audio and visual modality for speaker localization has been well studied in the literature by exploiting their complementary characteristics. However, most previous works employ the setting of static sensors mounted at fixed…

多媒体 · 计算机科学 2023-09-29 Jinzheng Zhao , Yong Xu , Xinyuan Qian , Wenwu Wang

The goal of this work is to recognise phrases and sentences being spoken by a talking face, with or without the audio. Unlike previous works that have focussed on recognising a limited number of words or phrases, we tackle lip reading as an…

计算机视觉与模式识别 · 计算机科学 2018-12-27 Triantafyllos Afouras , Joon Son Chung , Andrew Senior , Oriol Vinyals , Andrew Zisserman

Active recognition, which allows intelligent agents to explore observations for better recognition performance, serves as a prerequisite for various embodied AI tasks, such as grasping, navigation and room arrangements. Given the evolving…

计算机视觉与模式识别 · 计算机科学 2023-12-01 Lei Fan , Jianxiong Zhou , Xiaoying Xing , Ying Wu

Visual speech recognition is a technique to identify spoken content in silent speech videos, which has raised significant attention in recent years. Advancements in data-driven deep learning methods have significantly improved both the…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Lei Yang , Junshan Jin , Mingyuan Zhang , Yi He , Bofan Chen , Shilin Wang

Active Speaker Detection (ASD) aims to identify who is speaking in each frame of a video. ASD reasons from audio and visual information from two contexts: long-term intra-speaker context and short-term inter-speaker context. Long-term…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Xizi Wang , Feng Cheng , Gedas Bertasius , David Crandall

Advances in neural fields are enabling high-fidelity capture of the shape and appearance of dynamic 3D scenes. However, their capabilities lag behind those offered by conventional representations such as 2D videos because of algorithmic…

With the recent advancements in Artificial Intelligence (AI), Intelligent Virtual Assistants (IVA) such as Alexa, Google Home, etc., have become a ubiquitous part of many homes. Currently, such IVAs are mostly audio-based, but going…

多媒体 · 计算机科学 2019-12-27 Shachi H Kumar , Eda Okur , Saurav Sahay , Jonathan Huang , Lama Nachman

Although speaker verification has conventionally been an audio-only task, some practical applications provide both audio and visual streams of input. In these cases, the visual stream provides complementary information and can often be…

声音 · 计算机科学 2021-02-15 Leda Sarı , Kritika Singh , Jiatong Zhou , Lorenzo Torresani , Nayan Singhal , Yatharth Saraf

Analyzing student actions is an important and challenging task in educational research. Existing efforts have been hampered by the lack of accessible datasets to capture the nuanced action dynamics in classrooms. In this paper, we present a…

计算机视觉与模式识别 · 计算机科学 2025-03-10 Zhuolin Tan , Chenqiang Gao , Anyong Qin , Ruixin Chen , Tiecheng Song , Feng Yang , Deyu Meng

We introduce 3D-Speaker-Toolkit, an open-source toolkit for multimodal speaker verification and diarization, designed for meeting the needs of academic researchers and industrial practitioners. The 3D-Speaker-Toolkit adeptly leverages the…

音频与语音处理 · 电气工程与系统科学 2024-12-30 Yafeng Chen , Siqi Zheng , Hui Wang , Luyao Cheng , Tinglong Zhu , Rongjie Huang , Chong Deng , Qian Chen , Shiliang Zhang , Wen Wang , Xihao Li

This contribution gives an overview of face recogni-tion algorithms, their implementation and practical uses. First, a training set of different persons' faces has to be collected and used to train a face recognizer. The resulting face…

计算机视觉与模式识别 · 计算机科学 2017-07-05 Johannes Reschke , Armin Sehr

We explore active audio-visual separation for dynamic sound sources, where an embodied agent moves intelligently in a 3D environment to continuously isolate the time-varying audio stream being emitted by an object of interest. The agent…

计算机视觉与模式识别 · 计算机科学 2022-07-26 Sagnik Majumder , Kristen Grauman

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

Automatic speaker verification (ASV) is the process to recognize persons using voice as biometric. The ASV systems show considerable recognition performance with sufficient amount of speech from matched condition. One of the crucial…

多媒体 · 计算机科学 2018-12-04 Arnab Poddar , Md Sahidullah , Goutam Saha

As large-scale speech-to-speech models achieve high fidelity, the distinction between synthetic voices in structured environments becomes a vital area of study. This paper introduces Advosynth-500, a specialized dataset comprising 100…

计算与语言 · 计算机科学 2026-01-16 Aniket Deroy