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Ultrasound tongue imaging is widely used for speech production research, and it has attracted increasing attention as its potential applications seem to be evident in many different fields, such as the visual biofeedback tool for second…

Computer Vision and Pattern Recognition · Computer Science 2021-01-28 Kele Xu , Tamas Gábor Csapó , Ming Feng

Automatic recognition systems for child speech are lagging behind those dedicated to adult speech in the race of performance. This phenomenon is due to the high acoustic and linguistic variability present in child speech caused by their…

Audio and Speech Processing · Electrical Eng. & Systems 2021-03-05 Lucile Gelin , Morgane Daniel , Julien Pinquier , Thomas Pellegrini

Longitudinal face recognition in children remains challenging due to rapid and nonlinear facial growth, which causes template drift and increasing verification errors over time. This work investigates whether synthetic face data can act as…

Computer Vision and Pattern Recognition · Computer Science 2026-01-06 Afzal Hossain , Stephanie Schuckers

Objectives: Age and gender estimation is crucial for various applications, including forensic investigations and anthropological studies. This research aims to develop a predictive system for age and gender estimation in living individuals,…

Computer Vision and Pattern Recognition · Computer Science 2024-11-14 Mohsin Ali , Haider Raza , John Q Gan , Ariel Pokhojaev , Matanel Katz , Esra Kosan , Dian Agustin Wahjuningrum , Omnina Saleh , Rachel Sarig , Akhilanada Chaurasia

We address the problem of detecting who spoke when in child-inclusive spoken interactions i.e., automatic child-adult speaker classification. Interactions involving children are richly heterogeneous due to developmental differences. The…

Audio and Speech Processing · Electrical Eng. & Systems 2023-08-01 Rimita Lahiri , Tiantian Feng , Rajat Hebbar , Catherine Lord , So Hyun Kim , Shrikanth Narayanan

In this paper, we present a system that associates faces with voices in a video by fusing information from the audio and visual signals. The thesis underlying our work is that an extremely simple approach to generating (weak) speech…

Multimedia · Computer Science 2017-06-02 Ken Hoover , Sourish Chaudhuri , Caroline Pantofaru , Malcolm Slaney , Ian Sturdy

VoxCeleb datasets are widely used in speaker recognition studies. Our work serves two purposes. First, we provide speaker age labels and (an alternative) annotation of speaker gender. Second, we demonstrate the use of this metadata by…

Machine Learning · Computer Science 2021-12-21 Khaled Hechmi , Trung Ngo Trong , Ville Hautamaki , Tomi Kinnunen

Children have less text understanding capability than adults. Moreover, this capability differs among the children of different ages. Hence, automatically predicting a recommended age based on texts or sentences would be a great benefit to…

Computation and Language · Computer Science 2023-08-22 Rashedur Rahman , Gwénolé Lecorvé , Nicolas Béchet

Human age estimation has attracted increasing researches due to its wide applicability in such as security monitoring and advertisement recommendation. Although a variety of methods have been proposed, most of them focus only on the…

Computer Vision and Pattern Recognition · Computer Science 2016-09-14 Qing Tian , Songcan Chen , Xiaoyang Tan

Age-related language patterns play a crucial role in understanding linguistic differences and developing age-appropriate communication strategies. However, the lack of comprehensive and diverse datasets has hindered the progress of research…

Computation and Language · Computer Science 2024-06-26 Shravan Cheekati , Mridul Gupta , Vibha Raghu , Pranav Raj

The advancements in computer vision and image processing techniques have led to emergence of new application in the domain of visual surveillance, targeted advertisement, content-based searching, and human-computer interaction etc. Out of…

Computer Vision and Pattern Recognition · Computer Science 2024-03-21 Aakash Singh , Vivek Kumar Singh

This study investigates the efficacy of using multimodal machine learning techniques to detect deception in dyadic interactions, focusing on the integration of data from both the deceiver and the deceived. We compare early and late fusion…

Machine Learning · Computer Science 2025-12-12 Thomas Jack Samuels , Franco Rugolon , Stephan Hau , Lennart Högman

Recent pretrained language models extend from millions to billions of parameters. Thus the need to fine-tune an extremely large pretrained model with a limited training corpus arises in various downstream tasks. In this paper, we propose a…

Computation and Language · Computer Science 2021-09-14 Runxin Xu , Fuli Luo , Zhiyuan Zhang , Chuanqi Tan , Baobao Chang , Songfang Huang , Fei Huang

We report on the curation of several publicly available datasets for age and gender prediction. Furthermore, we present experiments to predict age and gender with models based on a pre-trained wav2vec 2.0. Depending on the dataset, we…

Sound · Computer Science 2023-06-30 Felix Burkhardt , Johannes Wagner , Hagen Wierstorf , Florian Eyben , Björn Schuller

In practical settings, a speaker recognition system needs to identify a speaker given a short utterance, while the enrollment utterance may be relatively long. However, existing speaker recognition models perform poorly with such short…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-12 Seong Min Kye , Youngmoon Jung , Hae Beom Lee , Sung Ju Hwang , Hoirin Kim

Many previous audio-visual voice-related works focus on speech, ignoring the singing voice in the growing number of musical video streams on the Internet. For processing diverse musical video data, voice activity detection is a necessary…

Sound · Computer Science 2021-06-23 Yuanbo Hou , Zhesong Yu , Xia Liang , Xingjian Du , Bilei Zhu , Zejun Ma , Dick Botteldooren

This article presents a comprehensive analysis of the different tests proposed in the recent ChildCI framework, proving its potential for generating a better understanding of children's neuromotor and cognitive development along time, as…

Human-Computer Interaction · Computer Science 2024-03-25 Juan Carlos Ruiz-Garcia , Ruben Tolosana , Ruben Vera-Rodriguez , Julian Fierrez , Jaime Herreros-Rodriguez

Autism Spectrum Disorder (ASD) is a complex neuro-developmental challenge, presenting a spectrum of difficulties in social interaction, communication, and the expression of repetitive behaviors in different situations. This increasing…

Machine Learning · Computer Science 2025-06-16 Mohd Mujtaba Akhtar , Girish , Muskaan Singh , Orchid Chetia Phukan

Recent advancements in Automatic Speech Recognition (ASR) systems, exemplified by Whisper, have demonstrated the potential of these systems to approach human-level performance given sufficient data. However, this progress doesn't readily…

Audio and Speech Processing · Electrical Eng. & Systems 2024-05-16 Ahmed Adel Attia , Jing Liu , Wei Ai , Dorottya Demszky , Carol Espy-Wilson

While supervised fine-tuning of adult pre-trained models for children's ASR has shown promise, it often fails to capture group-specific characteristics and variations among children. To address this, we introduce GRoup-Aware PARtial model…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-20 Thomas Rolland , Alberto Abad