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Speech is essential for human communication, yet millions of people face impairments such as dysarthria, stuttering, and aphasia conditions that often lead to social isolation and reduced participation. Despite recent progress in automatic…

Systems and Control · Electrical Eng. & Systems 2025-10-24 Haowei Lou , Chengkai Huang , Hye-young Paik , Yongquan Hu , Aaron Quigley , Wen Hu , Lina Yao

Large audio-language models (LALMs), built upon powerful Large Language Models (LLMs), have exhibited remarkable audio comprehension and reasoning capabilities. However, the training of LALMs demands a large corpus of audio-language pairs,…

Sound · Computer Science 2026-01-15 Wen Wang , Ruibing Hou , Hong Chang , Shiguang Shan , Xilin Chen

In today's globalized world, bridging the cultural divide is more critical than ever for forging meaningful connections. The Socially-Aware Dialogue Assistant System (SADAS) is our answer to this global challenge, and it's designed to…

Assistive listening systems (ALSs) dramatically increase speech intelligibility and reduce listening effort. It is very likely that essentially everyone, not only individuals with hearing loss, would benefit from the increased…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-13 Thomas B. Kaufmann , Mehdi Foroogozar , Julie Liss , Visar Berisha

We present SignAvatars, the first large-scale, multi-prompt 3D sign language (SL) motion dataset designed to bridge the communication gap for Deaf and hard-of-hearing individuals. While there has been an exponentially growing number of…

Computer Vision and Pattern Recognition · Computer Science 2024-07-03 Zhengdi Yu , Shaoli Huang , Yongkang Cheng , Tolga Birdal

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

Current approaches for large audio language models (LALMs) often rely on closed data sources or proprietary models, limiting their generalization and accessibility. This paper introduces MiDashengLM, a novel open audio-language model…

Blind or Low-Vision (BLV) users often rely on audio descriptions (AD) to access video content. However, conventional static ADs can leave out detailed information in videos, impose a high mental load, neglect the diverse needs and…

Human-Computer Interaction · Computer Science 2024-02-28 Zheng Ning , Brianna L. Wimer , Kaiwen Jiang , Keyi Chen , Jerrick Ban , Yapeng Tian , Yuhang Zhao , Toby Jia-Jun Li

Speech-to-Text Translation (S2TT) systems built from Automatic Speech Recognition (ASR) and Text-to-Text Translation (T2TT) modules face two major limitations: error propagation and the inability to exploit prosodic or other acoustic cues.…

Computation and Language · Computer Science 2025-10-06 Jacobo Romero-Díaz , Gerard I. Gállego , Oriol Pareras , Federico Costa , Javier Hernando , Cristina España-Bonet

This work investigates the performance of Voice Adaptation models for Swiss German dialects, i.e., translating Standard German text to Swiss German dialect speech. For this, we preprocess a large dataset of Swiss podcasts, which we…

Computation and Language · Computer Science 2025-05-29 Samuel Stucki , Jan Deriu , Mark Cieliebak

Self-supervised pre-trained audio networks have seen widespread adoption in real-world systems, particularly in multi-modal large language models. These networks are often employed in a frozen state, under the assumption that the SSL…

Sound · Computer Science 2025-06-17 Tony Alex , Sara Ahmed , Armin Mustafa , Muhammad Awais , Philip JB Jackson

Alzheimer's disease (AD) is a progressive neurodegenerative disease and recently attracts extensive attention worldwide. Speech technology is considered a promising solution for the early diagnosis of AD and has been enthusiastically…

Audio and Speech Processing · Electrical Eng. & Systems 2021-10-05 Ying Qin , Wei Liu , Zhiyuan Peng , Si-Ioi Ng , Jingyu Li , Haibo Hu , Tan Lee

Recent studies have identified that language models, pretrained on text-only datasets, often lack elementary visual knowledge, \textit{e.g.,} colors of everyday objects. Motivated by this observation, we ask whether a similar shortcoming…

Computation and Language · Computer Science 2025-01-17 Hyunjong Ok , Suho Yoo , Jaeho Lee

Video accessibility is crucial for blind and low vision users for equitable engagements in education, employment, and entertainment. Despite the availability of professional and amateur services and tools, most human-generated descriptions…

Human-Computer Interaction · Computer Science 2022-01-12 Shasta Ihorn , Yue-Ting Siu , Aditya Bodi , Lothar Narins , Jose M. Castanon , Yash Kant , Abhishek Das , Ilmi Yoon , Pooyan Fazli

Multilingual automatic speech recognition (ASR) in the medical domain serves as a foundational task for various downstream applications such as speech translation, spoken language understanding, and voice-activated assistants. This…

Computation and Language · Computer Science 2025-05-16 Khai Le-Duc , Phuc Phan , Tan-Hanh Pham , Bach Phan Tat , Minh-Huong Ngo , Chris Ngo , Thanh Nguyen-Tang , Truong-Son Hy

Large language models (LLMs) have exhibited remarkable capabilities across a variety of domains and tasks, challenging our understanding of learning and cognition. Despite the recent success, current LLMs are not capable of processing…

We introduce Audio-Agent, a multimodal framework for audio generation, editing and composition based on text or video inputs. Conventional approaches for text-to-audio (TTA) tasks often make single-pass inferences from text descriptions.…

Sound · Computer Science 2025-01-15 Zixuan Wang , Chi-Keung Tang , Yu-Wing Tai

Sign language translation (SLT) is often decomposed into video-to-gloss recognition and gloss-to-text translation, where a gloss is a sequence of transcribed spoken-language words in the order in which they are signed. We focus here on…

Computation and Language · Computer Science 2021-05-18 Amit Moryossef , Kayo Yin , Graham Neubig , Yoav Goldberg

Universal video understanding requires modeling fine-grained visual and audio information over time in diverse real-world scenarios. However, the performance of existing models is primarily constrained by video-instruction data that…

Computer Vision and Pattern Recognition · Computer Science 2026-02-16 Yunheng Li , Hengrui Zhang , Meng-Hao Guo , Wenzhao Gao , Shaoyong Jia , Shaohui Jiao , Qibin Hou , Ming-Ming Cheng

Alzheimer's Disease (AD) has become an increasingly critical global health concern, which necessitates effective monitoring solutions in smart health applications. However, the development of such solutions is significantly hindered by the…

Machine Learning · Computer Science 2025-03-04 Heming Fu , Hongkai Chen , Shan Lin , Guoliang Xing
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