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Audio-visual speech recognition (AVSR) gains increasing attention from researchers as an important part of human-computer interaction. However, the existing available Mandarin audio-visual datasets are limited and lack the depth…

Sound · Computer Science 2023-06-06 Jianrong Wang , Yuchen Huo , Li Liu , Tianyi Xu , Qi Li , Sen Li

Recent advancements in large vision-language models (VLMs) have primarily focused on English, with limited attention given to other languages. To address this gap, we introduce MEENA (also known as PersianMMMU), the first dataset designed…

Audio-visual speech recognition (AVSR) provides a promising solution to ameliorate the noise-robustness of audio-only speech recognition with visual information. However, most existing efforts still focus on audio modality to improve…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-21 Yuchen Hu , Ruizhe Li , Chen Chen , Chengwei Qin , Qiushi Zhu , Eng Siong Chng

Language has always been one of humanity's defining characteristics. Visual Language Identification (VLI) is a relatively new field of research that is complex and largely understudied. In this paper, we present a preliminary study in which…

Computer Vision and Pattern Recognition · Computer Science 2023-02-28 Lucia Cascone , Michele Nappi , Fabio Narducci

Preschool evaluation is crucial because it gives teachers and parents influential knowledge about children's growth and development. The COVID-19 pandemic has highlighted the necessity of online assessment for preschool children. One of the…

Computation and Language · Computer Science 2023-08-25 Amirhossein Abaskohi , Fatemeh Mortazavi , Hadi Moradi

In machine lip-reading, which is identification of speech from visual-only information, there is evidence to show that visual speech is highly dependent upon the speaker [1]. Here, we use a phoneme-clustering method to form new…

Computer Vision and Pattern Recognition · Computer Science 2018-04-26 Helen L. Bear , Stephen J. Cox , Richard W. Harvey

Deepfake generation methods are evolving fast, making fake media harder to detect and raising serious societal concerns. Most deepfake detection and dataset creation research focuses on monolingual content, often overlooking the challenges…

Computer Vision and Pattern Recognition · Computer Science 2025-05-29 Kartik Kuckreja , Parul Gupta , Injy Hamed , Thamar Solorio , Muhammad Haris Khan , Abhinav Dhall

Inspired by humans comprehending speech in a multi-modal manner, various audio-visual datasets have been constructed. However, most existing datasets focus on English, induce dependencies with various prediction models during dataset…

Today's Automatic Speech Recognition systems only rely on acoustic signals and often don't perform well under noisy conditions. Performing multi-modal speech recognition - processing acoustic speech signals and lip-reading video…

Computer Vision and Pattern Recognition · Computer Science 2018-03-14 Matthijs Van keirsbilck , Bert Moons , Marian Verhelst

Sign language recognition has attracted the interest of researchers in recent years. While numerous approaches have been proposed for European and Asian sign languages recognition, very limited attempts have been made to develop similar…

Computer Vision and Pattern Recognition · Computer Science 2022-10-11 Hamzah Luqman

Sign language recognition involves modeling complex multichannel information, such as hand shapes and movements while relying on sufficient sign language-specific data. However, sign languages are often under-resourced, posing a significant…

Computer Vision and Pattern Recognition · Computer Science 2025-03-18 Hossein Ranjbar , Alireza Taheri

Lip-reading is the operation of recognizing speech from lip movements. This is a difficult task because the movements of the lips when pronouncing the words are similar for some of them. Viseme is used to describe lip movements during a…

Computer Vision and Pattern Recognition · Computer Science 2021-11-09 Javad Peymanfard , Mohammad Reza Mohammadi , Hossein Zeinali , Nasser Mozayani

The rapid advancement of language models has demonstrated the potential of artificial intelligence in the healthcare industry. However, small language models struggle with specialized domains in low-resource languages like Persian. While…

Computation and Language · Computer Science 2025-11-18 Mehrdad Ghassabi , Pedram Rostami , Hamidreza Baradaran Kashani , Amirhossein Poursina , Zahra Kazemi , Milad Tavakoli

The global aging population faces considerable challenges, particularly in communication, due to the prevalence of hearing and speech impairments. To address these, we introduce the AVE speech, a comprehensive multi-modal dataset for speech…

Sound · Computer Science 2025-07-08 Dongliang Zhou , Yakun Zhang , Jinghan Wu , Xingyu Zhang , Liang Xie , Erwei Yin

To undertake machine lip-reading, we try to recognise speech from a visual signal. Current work often uses viseme classification supported by language models with varying degrees of success. A few recent works suggest phoneme…

Computer Vision and Pattern Recognition · Computer Science 2018-04-26 Helen L. Bear , Richard Harvey

This paper presents a sensory fusion neuromorphic dataset collected with precise temporal synchronization using a set of Address-Event-Representation sensors and tools. The target application is the lip reading of several keywords for…

Lip reading, also known as visual speech recognition, aims to recognize the speech content from videos by analyzing the lip dynamics. There have been several appealing progress in recent years, benefiting much from the rapidly developed…

Computer Vision and Pattern Recognition · Computer Science 2020-11-17 Dalu Feng , Shuang Yang , Shiguang Shan , Xilin Chen

Persian poses unique audio understanding challenges through its classical poetry, traditional music, and pervasive code-switching - none captured by existing benchmarks. We introduce PARSA-Bench (Persian Audio Reasoning and Speech…

Computation and Language · Computer Science 2026-03-17 Mohammad Javad Ranjbar Kalahroodi , Mohammad Amini , Parmis Bathayan , Heshaam Faili , Azadeh Shakery

Recent adoption of deep learning methods to the field of machine lipreading research gives us two options to pursue to improve system performance. Either, we develop end-to-end systems holistically or, we experiment to further our…

Computer Vision and Pattern Recognition · Computer Science 2018-04-26 Helen L Bear

Due to the increased availability of online reviews, sentiment analysis had been witnessed a booming interest from the researchers. Sentiment analysis is a computational treatment of sentiment used to extract and understand the opinions of…

Computation and Language · Computer Science 2019-12-12 Taha Shangipour Ataei , Kamyar Darvishi , Soroush Javdan , Behrouz Minaei-Bidgoli , Sauleh Eetemadi