English
Related papers

Related papers: LRS3-TED: a large-scale dataset for visual speech …

200 papers

We present SpeakingFaces as a publicly-available large-scale multimodal dataset developed to support machine learning research in contexts that utilize a combination of thermal, visual, and audio data streams; examples include…

Human-Computer Interaction · Computer Science 2021-05-04 Madina Abdrakhmanova , Askat Kuzdeuov , Sheikh Jarju , Yerbolat Khassanov , Michael Lewis , Huseyin Atakan Varol

In this paper, we present WenetSpeech, a multi-domain Mandarin corpus consisting of 10000+ hours high-quality labeled speech, 2400+ hours weakly labeled speech, and about 10000 hours unlabeled speech, with 22400+ hours in total. We collect…

Visual content memorability has intrigued the scientific community for decades, with applications ranging widely, from understanding nuanced aspects of human memory to enhancing content design. A significant challenge in progressing the…

Computer Vision and Pattern Recognition · Computer Science 2025-11-27 Sree Bhattacharyya , Yaman Kumar Singla , Sudhir Yarram , Somesh Kumar Singh , Harini S , James Z. Wang

Although the amount of available spoken content is steadily increasing, extracting information and knowledge from speech recordings remains challenging. Beyond enhancing traditional information retrieval methods such as speech search and…

Information Retrieval · Computer Science 2025-07-08 Sirina Håland , Trond Karlsen Strøm , Petra Galuščáková

Transforming recorded videos into concise and accurate textual summaries is a growing challenge in multimodal learning. This paper introduces VISTA, a dataset specifically designed for video-to-text summarization in scientific domains.…

Computation and Language · Computer Science 2025-05-27 Dongqi Liu , Chenxi Whitehouse , Xi Yu , Louis Mahon , Rohit Saxena , Zheng Zhao , Yifu Qiu , Mirella Lapata , Vera Demberg

Text-to-Speech (TTS) synthesis faces the inherent challenge of producing multiple speech outputs with varying prosody given a single text input. While previous research has addressed this by predicting prosodic information from both text…

Computation and Language · Computer Science 2025-08-19 Shumin Que , Anton Ragni

This paper introduces a new multi-speaker English dataset for training text-to-speech models. The dataset is based on LibriVox audiobooks and Project Gutenberg texts, both in the public domain. The new dataset contains about 292 hours of…

Audio and Speech Processing · Electrical Eng. & Systems 2021-06-16 Evelina Bakhturina , Vitaly Lavrukhin , Boris Ginsburg , Yang Zhang

Visual Speech Recognition (VSR) differs from the common perception tasks as it requires deeper reasoning over the video sequence, even by human experts. Despite the recent advances in VSR, current approaches rely on labeled data to fully…

This paper introduces the Extended Length Audio Dataset for Synthetic Voice Detection and Speaker Recognition (ELAD SVDSR), a resource specifically designed to facilitate the creation of high quality deepfakes and support the development of…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-02 Rahul Vijaykumar , Ajan Ahmed , John Parker , Dinesh Pendyala , Aidan Collins , Stephanie Schuckers , Masudul H. Imtiaz

The objective of this paper is speaker recognition under noisy and unconstrained conditions. We make two key contributions. First, we introduce a very large-scale audio-visual speaker recognition dataset collected from open-source media.…

Sound · Computer Science 2020-11-05 Joon Son Chung , Arsha Nagrani , Andrew Zisserman

Public speaking is an important aspect of human communication and interaction. The majority of computational work on public speaking concentrates on analyzing the spoken content, and the verbal behavior of the speakers. While the success of…

Multimedia · Computer Science 2017-07-24 Rahul Sharma , Tanaya Guha , Gaurav Sharma

In this paper we introduce vSTS, a new dataset for measuring textual similarity of sentences using multimodal information. The dataset is comprised by images along with its respectively textual captions. We describe the dataset both…

Computation and Language · Computer Science 2018-09-12 Oier Lopez de Lacalle , Aitor Soroa , Eneko Agirre

Visual speech recognition models extract visual features in a hierarchical manner. At the lower level, there is a visual front-end with a limited temporal receptive field that processes the raw pixels depicting the lips or faces. At the…

Machine Learning · Computer Science 2023-12-14 Oscar Chang , Hank Liao , Dmitriy Serdyuk , Ankit Shah , Olivier Siohan

The increasing use of machine learning models has amplified the demand for high-quality, large-scale multimodal datasets. However, the availability of such datasets, especially those combining acoustic, visual and textual data, remains…

Multimedia · Computer Science 2025-09-09 Jorge E. León , Miguel Carrasco

In this paper, we provide a large audio-visual speaker recognition dataset, VoxBlink2, which includes approximately 10M utterances with videos from 110K+ speakers in the wild. This dataset represents a significant expansion over the…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-17 Yuke Lin , Ming Cheng , Fulin Zhang , Yingying Gao , Shilei Zhang , Ming Li

Humans naturally understand moments in a video by integrating visual and auditory cues. For example, localizing a scene in the video like "A scientist passionately speaks on wildlife conservation as dramatic orchestral music plays, with the…

Computation and Language · Computer Science 2026-02-03 Zinuo Li , Xian Zhang , Yongxin Guo , Mohammed Bennamoun , Farid Boussaid , Girish Dwivedi , Luqi Gong , Qiuhong Ke

Person identification in the wild is very challenging due to great variation in poses, face quality, clothes, makeup and so on. Traditional research, such as face recognition, person re-identification, and speaker recognition, often focuses…

Computer Vision and Pattern Recognition · Computer Science 2019-04-23 Yuanliu Liu , Bo Peng , Peipei Shi , He Yan , Yong Zhou , Bing Han , Yi Zheng , Chao Lin , Jianbin Jiang , Yin Fan , Tingwei Gao , Ganwen Wang , Jian Liu , Xiangju Lu , Danming Xie

Incorporating visual modalities to assist Automatic Speech Recognition (ASR) tasks has led to significant improvements. However, existing Audio-Visual Speech Recognition (AVSR) datasets and methods typically rely solely on lip-reading…

Multimedia · Computer Science 2025-04-22 Jinghua Zhao , Yuhang Jia , Shiyao Wang , Jiaming Zhou , Hui Wang , Yong Qin

Obtaining large-scale human-labeled datasets to train acoustic representation models is a very challenging task. On the contrary, we can easily collect data with machine-generated labels. In this work, we propose to exploit…

Computer Vision and Pattern Recognition · Computer Science 2020-01-03 Shaoyong Jia , Xin Shu , Yang Yang , Dawei Liang , Qiyue Liu , Junhui Liu

The recent and increasing interest in video-language research has driven the development of large-scale datasets that enable data-intensive machine learning techniques. In comparison, limited effort has been made at assessing the fitness of…

Computer Vision and Pattern Recognition · Computer Science 2022-03-29 Mattia Soldan , Alejandro Pardo , Juan León Alcázar , Fabian Caba Heilbron , Chen Zhao , Silvio Giancola , Bernard Ghanem