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Smartphones have been employed with biometric-based verification systems to provide security in highly sensitive applications. Audio-visual biometrics are getting popular due to their usability, and also it will be challenging to spoof…

Visual Automatic Speech Recognition (V-ASR) is a challenging task that involves interpreting spoken language solely from visual information, such as lip movements and facial expressions. This task is notably challenging due to the absence…

Computer Vision and Pattern Recognition · Computer Science 2025-07-28 Matthew Kit Khinn Teng , Haibo Zhang , Takeshi Saitoh

In this study, we introduce ManaTTS, the most extensive publicly accessible single-speaker Persian corpus, and a comprehensive framework for collecting transcribed speech datasets for the Persian language. ManaTTS, released under the open…

Sound · Computer Science 2024-09-12 Mahta Fetrat Qharabagh , Zahra Dehghanian , Hamid R. Rabiee

This paper introduces a new multi-modal dataset for visual and audio-visual speech recognition. It includes face tracks from over 400 hours of TED and TEDx videos, along with the corresponding subtitles and word alignment boundaries. The…

Computer Vision and Pattern Recognition · Computer Science 2018-10-30 Triantafyllos Afouras , Joon Son Chung , Andrew Zisserman

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…

The increasing volume of textual data poses challenges in reading and comprehending large documents, particularly for scholars who need to extract useful information from research articles. Automatic text summarization has emerged as a…

Computation and Language · Computer Science 2025-03-14 Samira Zangooei , Amirhossein Darmani , Hossein Farahmand Nezhad , Laya Mahmoudi

Recent advancements in text embedding have significantly improved natural language understanding across many languages, yet Persian remains notably underrepresented in large-scale embedding research. In this paper, we present Hakim, a novel…

Computation and Language · Computer Science 2025-10-10 Mehran Sarmadi , Morteza Alikhani , Erfan Zinvandi , Zahra Pourbahman

Large Language Models (LLMs) have demonstrated remarkable capabilities across numerous languages; however, their effectiveness in low-resource languages like Persian requires thorough investigation. This paper presents a comprehensive…

Computation and Language · Computer Science 2025-10-16 Mahdi Cherakhloo , Arash Abbasi , Mohammad Saeid Sarafraz , Bijan Vosoughi Vahdat

Video recordings of speech contain correlated audio and visual information, providing a strong signal for speech representation learning from the speaker's lip movements and the produced sound. We introduce Audio-Visual Hidden Unit BERT…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-15 Bowen Shi , Wei-Ning Hsu , Kushal Lakhotia , Abdelrahman Mohamed

Question answering systems provide short, precise, and specific answers to questions. So far, many robust question answering systems have been developed for English, while some languages with fewer resources, like Persian, have few numbers…

Computation and Language · Computer Science 2024-12-31 Mohsen Yazdinejad , Marjan Kaedi

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

We present a novel audio-driven facial animation approach that can generate realistic lip-synchronized 3D facial animations from the input audio. Our approach learns viseme dynamics from speech videos, produces animator-friendly viseme…

Graphics · Computer Science 2023-01-18 Linchao Bao , Haoxian Zhang , Yue Qian , Tangli Xue , Changhai Chen , Xuefei Zhe , Di Kang

The performance of automated lip reading using visemes as a classification schema has achieved less success compared with the use of ASCII characters and words largely due to the problem of different words sharing identical visemes. The…

Computation and Language · Computer Science 2020-12-15 Souheil Fenghour , Daqing Chen , Kun Guo , Perry Xiao

Automatic lip-reading (ALR) aims to automatically transcribe spoken content from a speaker's silent lip motion captured in video. Current mainstream lip-reading approaches only use a single visual encoder to model input videos of a single…

Computer Vision and Pattern Recognition · Computer Science 2024-05-01 He Wang , Pengcheng Guo , Xucheng Wan , Huan Zhou , Lei Xie

Recognizing speech from silent lip movement, which is called lip reading, is a challenging task due to 1) the inherent information insufficiency of lip movement to fully represent the speech, and 2) the existence of homophenes that have…

Computer Vision and Pattern Recognition · Computer Science 2022-04-06 Minsu Kim , Jeong Hun Yeo , Yong Man Ro

Numerous studies have investigated the effectiveness of audio-visual multimodal learning for speech enhancement (AVSE) tasks, seeking a solution that uses visual data as auxiliary and complementary input to reduce the noise of noisy speech…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-02 Shang-Yi Chuang , Hsin-Min Wang , Yu Tsao

We present Quran MD, a comprehensive multimodal dataset of the Quran that integrates textual, linguistic, and audio dimensions at the verse and word levels. For each verse (ayah), the dataset provides its original Arabic text, English…

Computer Vision and Pattern Recognition · Computer Science 2026-01-27 Muhammad Umar Salman , Mohammad Areeb Qazi , Mohammed Talha Alam

Large datasets are very useful for training speaker recognition systems, and various research groups have constructed several over the years. Voxceleb is a large dataset for speaker recognition that is extracted from Youtube videos. This…

Sound · Computer Science 2022-03-11 Desmond Caulley , Yufeng Yang , David Anderson

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

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