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Computational sign language research lacks the large-scale datasets that enables the creation of useful reallife applications. To date, most research has been limited to prototype systems on small domains of discourse, e.g. weather…

Computer Vision and Pattern Recognition · Computer Science 2021-05-07 Necati Cihan Camgoz , Ben Saunders , Guillaume Rochette , Marco Giovanelli , Giacomo Inches , Robin Nachtrab-Ribback , Richard Bowden

We present a new large-scale multilingual video description dataset, VATEX, which contains over 41,250 videos and 825,000 captions in both English and Chinese. Among the captions, there are over 206,000 English-Chinese parallel translation…

Computer Vision and Pattern Recognition · Computer Science 2020-06-18 Xin Wang , Jiawei Wu , Junkun Chen , Lei Li , Yuan-Fang Wang , William Yang Wang

Audio-visual automatic speech recognition (AV-ASR) extends speech recognition by introducing the video modality as an additional source of information. In this work, the information contained in the motion of the speaker's mouth is used to…

Computer Vision and Pattern Recognition · Computer Science 2022-11-02 Dmitriy Serdyuk , Otavio Braga , Olivier Siohan

Recent studies in speech-driven 3D talking head generation have achieved convincing results in verbal articulations. However, generating accurate lip-syncs degrades when applied to input speech in other languages, possibly due to the lack…

Computer Vision and Pattern Recognition · Computer Science 2024-06-21 Kim Sung-Bin , Lee Chae-Yeon , Gihun Son , Oh Hyun-Bin , Janghoon Ju , Suekyeong Nam , Tae-Hyun Oh

The goal of this paper is to learn strong lip reading models that can recognise speech in silent videos. Most prior works deal with the open-set visual speech recognition problem by adapting existing automatic speech recognition techniques…

Computer Vision and Pattern Recognition · Computer Science 2021-12-06 K R Prajwal , Triantafyllos Afouras , Andrew Zisserman

Visual speech recognition (VSR) aims to recognize the content of speech based on lip movements, without relying on the audio stream. Advances in deep learning and the availability of large audio-visual datasets have led to the development…

Computer Vision and Pattern Recognition · Computer Science 2022-11-01 Pingchuan Ma , Stavros Petridis , Maja Pantic

Sign language recognition is a challenging and often underestimated problem comprising multi-modal articulators (handshape, orientation, movement, upper body and face) that integrate asynchronously on multiple streams. Learning powerful…

Computer Vision and Pattern Recognition · Computer Science 2019-11-22 Hamid Reza Vaezi Joze , Oscar Koller

We introduce a new dataset of conversational speech representing English from India, Nigeria, and the United States. The Multi-Dialect Dataset of Dialogues (MD3) strikes a new balance between open-ended conversational speech and…

Computation and Language · Computer Science 2023-05-22 Jacob Eisenstein , Vinodkumar Prabhakaran , Clara Rivera , Dorottya Demszky , Devyani Sharma

Recently, the AI community has made significant strides in developing powerful foundation models, driven by large-scale multimodal datasets. However, for audio representation learning, existing datasets suffer from limitations in the…

Sound · Computer Science 2024-09-10 Luoyi Sun , Xuenan Xu , Mengyue Wu , Weidi Xie

We present TEyeD, the world's largest unified public data set of eye images taken with head-mounted devices. TEyeD was acquired with seven different head-mounted eye trackers. Among them, two eye trackers were integrated into virtual…

Image and Video Processing · Electrical Eng. & Systems 2026-01-07 Wolfgang Fuhl , Gjergji Kasneci , Enkelejda Kasneci

We introduce QuerYD, a new large-scale dataset for retrieval and event localisation in video. A unique feature of our dataset is the availability of two audio tracks for each video: the original audio, and a high-quality spoken description…

Computer Vision and Pattern Recognition · Computer Science 2021-02-18 Andreea-Maria Oncescu , João F. Henriques , Yang Liu , Andrew Zisserman , Samuel Albanie

3D scene understanding has been transformed by open-vocabulary language models that enable interaction via natural language. However, at present the evaluation of these representations is limited to datasets with closed-set semantics that…

Computer Vision and Pattern Recognition · Computer Science 2025-10-15 Christina Kassab , Sacha Morin , Martin Büchner , Matías Mattamala , Kumaraditya Gupta , Abhinav Valada , Liam Paull , Maurice Fallon

Text-level discourse parsing aims to unmask how two sentences in the text are related to each other. We propose the task of Visual Discourse Parsing, which requires understanding discourse relations among scenes in a video. Here we use the…

Computer Vision and Pattern Recognition · Computer Science 2022-01-25 Arjun R. Akula , Song-Chun Zhu

We introduce the Visual Experience Dataset (VEDB), a compilation of over 240 hours of egocentric video combined with gaze- and head-tracking data that offers an unprecedented view of the visual world as experienced by human observers. The…

Dynamically synthesizing talking speech that actively responds to a listening head is critical during the face-to-face interaction. For example, the speaker could take advantage of the listener's facial expression to adjust the tones,…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-22 Mohan Zhou , Yalong Bai , Wei Zhang , Ting Yao , Tiejun Zhao , Tao Mei

This paper introduces InternVid, a large-scale video-centric multimodal dataset that enables learning powerful and transferable video-text representations for multimodal understanding and generation. The InternVid dataset contains over 7…

Computer Vision and Pattern Recognition · Computer Science 2024-01-05 Yi Wang , Yinan He , Yizhuo Li , Kunchang Li , Jiashuo Yu , Xin Ma , Xinhao Li , Guo Chen , Xinyuan Chen , Yaohui Wang , Conghui He , Ping Luo , Ziwei Liu , Yali Wang , Limin Wang , Yu Qiao

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…

Computer Vision and Pattern Recognition · Computer Science 2020-11-05 Joon Son Chung , Andrew Senior , Oriol Vinyals , Andrew Zisserman

Audio-visual speech recognition (AVSR) is a multimodal extension of automatic speech recognition (ASR), using video as a complement to audio. In AVSR, considerable efforts have been directed at datasets for facial features such as…

Computer Vision and Pattern Recognition · Computer Science 2024-07-03 Hao Wang , Shuhei Kurita , Shuichiro Shimizu , Daisuke Kawahara

Audio Description (AD) provides linguistic descriptions of movies and allows visually impaired people to follow a movie along with their peers. Such descriptions are by design mainly visual and thus naturally form an interesting data source…

Computer Vision and Pattern Recognition · Computer Science 2016-05-13 Anna Rohrbach , Atousa Torabi , Marcus Rohrbach , Niket Tandon , Christopher Pal , Hugo Larochelle , Aaron Courville , Bernt Schiele

In this paper, we present TED-LIUM release 3 corpus dedicated to speech recognition in English, that multiplies by more than two the available data to train acoustic models in comparison with TED-LIUM 2. We present the recent development on…

Computation and Language · Computer Science 2019-06-14 François Hernandez , Vincent Nguyen , Sahar Ghannay , Natalia Tomashenko , Yannick Estève