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This paper introduces a novel approach to Visual Forced Alignment (VFA), aiming to accurately synchronize utterances with corresponding lip movements, without relying on audio cues. We propose a novel VFA approach that integrates a local…

计算机视觉与模式识别 · 计算机科学 2025-03-06 Yi He , Lei Yang , Shilin Wang

Various adaptation methods, such as LoRA, prompts, and adapters, have been proposed to enhance the performance of pre-trained vision-language models in specific domains. The robustness of these adaptation methods against distribution shifts…

计算机视觉与模式识别 · 计算机科学 2023-11-21 Shuo Chen , Jindong Gu , Zhen Han , Yunpu Ma , Philip Torr , Volker Tresp

Lip-reading aims to infer the speech content from the lip movement sequence and can be seen as a typical sequence-to-sequence (seq2seq) problem which translates the input image sequence of lip movements to the text sequence of the speech…

计算机视觉与模式识别 · 计算机科学 2020-03-26 Mingshuang Luo , Shuang Yang , Shiguang Shan , Xilin Chen

Many speech segments in movies are re-recorded in a studio during postproduction, to compensate for poor sound quality as recorded on location. Manual alignment of the newly-recorded speech with the original lip movements is a tedious task.…

计算机视觉与模式识别 · 计算机科学 2018-08-21 Tavi Halperin , Ariel Ephrat , Shmuel Peleg

At least 360 million people worldwide have disabling hearing loss that frequently causes difficulties in day-to-day conversations. Hearing aids often fail to offer enough benefits and have low adoption rates. However, people with hearing…

人机交互 · 计算机科学 2018-06-05 Benjamin M. Gorman

Many people with some form of hearing loss consider lipreading as their primary mode of day-to-day communication. However, finding resources to learn or improve one's lipreading skills can be challenging. This is further exacerbated in the…

计算机视觉与模式识别 · 计算机科学 2022-10-07 Aditya Agarwal , Bipasha Sen , Rudrabha Mukhopadhyay , Vinay Namboodiri , C. V Jawahar

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 this paper, we address the problem of lip-voice synchronisation in videos containing human face and voice. Our approach is based on determining if the lips motion and the voice in a video are synchronised or not, depending on their…

计算机视觉与模式识别 · 计算机科学 2022-07-01 Venkatesh S. Kadandale , Juan F. Montesinos , Gloria Haro

Speech production is a dynamic procedure, which involved multi human organs including the tongue, jaw and lips. Modeling the dynamics of the vocal tract deformation is a fundamental problem to understand the speech, which is the most common…

音频与语音处理 · 电气工程与系统科学 2021-06-23 Haiyang Liu , Jihan Zhang

Recent models such as XLS-R and Whisper have made multilingual speech technologies more accessible by pre-training on audio from around 100 spoken languages each. However, there are thousands of spoken languages worldwide, and adapting to…

The task of Visual Text-to-Speech (VisualTTS), also known as video dubbing, aims to generate speech synchronized with the lip movements in an input video, in additional to being consistent with the content of input text and cloning the…

多媒体 · 计算机科学 2025-12-01 Yuyue Wang , Xin Cheng , Yihan Wu , Xihua Wang , Jinchuan Tian , Ruihua Song

Recent advances in deep learning have heightened interest among researchers in the field of visual speech recognition (VSR). Currently, most existing methods equate VSR with automatic lip reading, which attempts to recognise speech by…

计算机视觉与模式识别 · 计算机科学 2020-03-10 Yuanhang Zhang , Shuang Yang , Jingyun Xiao , Shiguang Shan , Xilin Chen

Realistic, high-fidelity 3D facial animations are crucial for expressive avatar systems in human-computer interaction and accessibility. Although prior methods show promising quality, their reliance on the mesh domain limits their ability…

计算机视觉与模式识别 · 计算机科学 2025-07-22 Alexandre Symeonidis-Herzig , Özge Mercanoğlu Sincan , Richard Bowden

Adapting large language models (LLMs) to new languages is an expensive and opaque process. Understanding how language models acquire new languages and multilingual abilities is key to achieve efficient adaptation. Prior work on multilingual…

计算与语言 · 计算机科学 2026-04-02 Luis Frentzen Salim , Lun-Wei Ku , Hsing-Kuo Kenneth Pao

Sequential recommendation systems predict the next interaction item based on users' past interactions, aligning recommendations with individual preferences. Leveraging the strengths of Large Language Models (LLMs) in knowledge comprehension…

信息检索 · 计算机科学 2025-01-22 Xiaoyu Kong , Jiancan Wu , An Zhang , Leheng Sheng , Hui Lin , Xiang Wang , Xiangnan He

Lipreading, i.e. speech recognition from visual-only recordings of a speaker's face, can be achieved with a processing pipeline based solely on neural networks, yielding significantly better accuracy than conventional methods. Feed-forward…

计算机视觉与模式识别 · 计算机科学 2016-02-01 Michael Wand , Jan Koutník , Jürgen Schmidhuber

Unsupervised cross-lingual speech representation learning (XLSR) has recently shown promising results in speech recognition by leveraging vast amounts of unlabeled data across multiple languages. However, standard XLSR model suffers from…

音频与语音处理 · 电气工程与系统科学 2022-03-10 Yizhou Lu , Mingkun Huang , Xinghua Qu , Pengfei Wei , Zejun Ma

Dialogue participants may have varying levels of knowledge about the topic under discussion. In such cases, it is essential for speakers to adapt their utterances by taking their audience into account. Yet, it is an open question how such…

计算与语言 · 计算机科学 2023-06-01 Ece Takmaz , Nicolo' Brandizzi , Mario Giulianelli , Sandro Pezzelle , Raquel Fernández

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

Numerous previous studies have sought to determine to what extent language models, pretrained on natural language text, can serve as useful models of human cognition. In this paper, we are interested in the opposite question: whether we can…

计算与语言 · 计算机科学 2024-10-18 Samuel Kiegeland , Ethan Gotlieb Wilcox , Afra Amini , David Robert Reich , Ryan Cotterell