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Electromagnetic articulography (EMA) captures the position and orientation of a number of markers, attached to the articulators, during speech. As such, it performs the same function for speech that conventional motion capture does for…

人机交互 · 计算机科学 2013-11-01 Ingmar Steiner , Korin Richmond , Slim Ouni

The control of speech can be modelled as a dynamical system in which articulators are driven toward target positions. These models are typically evaluated using fleshpoint data, such as electromagnetic articulography (EMA), but recent…

计算与语言 · 计算机科学 2025-11-05 Sam Kirkham , Patrycja Strycharczuk

We introduce EMMA, a physics-informed multimodal framework that recovers all identifiable dynamical parameters of a system directly from raw video, audio, and image-based time-series observations. Unlike prior video-only approaches that…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Farhat Shaikh , Ayan Banerjee , Sandeep Gupta

Ecological momentary assessment (EMA) is used to evaluate subjects' behaviors and moods in their natural environments, yet collecting real-time and self-report data with EMA is challenging due to user burden. Integrating voice into EMA data…

MultiModal Recommendation (MMR) systems have emerged as a promising solution for improving recommendation quality by leveraging rich item-side modality information, prompting a surge of diverse methods. Despite these advances, existing…

信息检索 · 计算机科学 2025-08-25 Xiaoxiong Zhang , Xin Zhou , Zhiwei Zeng , Yongjie Wang , Dusit Niyato , Zhiqi Shen

Population aging is an increasingly important consideration for health care in the 21th century, and continuing to have access and interact with digital health information is a key challenge for aging populations. Voice-based Intelligent…

Electroencephalography (EEG) interpretation using multimodal large language models (MLLMs) offers a novel approach for analyzing brain signals. However, the complex nature of brain activity introduces critical challenges: EEG signals…

信号处理 · 电气工程与系统科学 2025-10-02 Ziyi Zeng , Zhenyang Cai , Yixi Cai , Xidong Wang , Junying Chen , Rongsheng Wang , Yipeng Liu , Siqi Cai , Benyou Wang , Zhiguo Zhang , Haizhou Li

Ecological momentary assessment (EMA) data have a broad base of application in the study of time trends and relations. In EMA studies, there are a number of design considerations which influence the analysis of the data. One general…

In the articulatory synthesis task, speech is synthesized from input features containing information about the physical behavior of the human vocal tract. This task provides a promising direction for speech synthesis research, as the…

音频与语音处理 · 电气工程与系统科学 2022-09-15 Peter Wu , Shinji Watanabe , Louis Goldstein , Alan W Black , Gopala K. Anumanchipalli

In the medical multi-modal frameworks, the alignment of cross-modality features presents a significant challenge. However, existing works have learned features that are implicitly aligned from the data, without considering the explicit…

计算机视觉与模式识别 · 计算机科学 2024-06-17 Chong Ma , Hanqi Jiang , Wenting Chen , Yiwei Li , Zihao Wu , Xiaowei Yu , Zhengliang Liu , Lei Guo , Dajiang Zhu , Tuo Zhang , Dinggang Shen , Tianming Liu , Xiang Li

The advent of large language models (LLMs) has opened new avenues for analyzing complex, unstructured data, particularly within the medical domain. Electronic Health Records (EHRs) contain a wealth of information in various formats,…

信息检索 · 计算机科学 2025-06-10 Wu Hao Ran , Xi Xi , Furong Li , Jingyi Lu , Jian Jiang , Hui Huang , Yuzhuan Zhang , Shi Li

In this paper, we study articulatory synthesis, a speech synthesis method using human vocal tract information that offers a way to develop efficient, generalizable and interpretable synthesizers. While recent advances have enabled…

音频与语音处理 · 电气工程与系统科学 2023-07-06 Peter Wu , Tingle Li , Yijing Lu , Yubin Zhang , Jiachen Lian , Alan W Black , Louis Goldstein , Shinji Watanabe , Gopala K. Anumanchipalli

We present a technique for the animation of a 3D kinematic tongue model, one component of the talking head of an acoustic-visual (AV) speech synthesizer. The skeletal animation approach is adapted to make use of a deformable rig controlled…

人工智能 · 计算机科学 2012-01-20 Ingmar Steiner , Slim Ouni

We propose TAMER, a Test-time Adaptive MoE-driven framework for Electronic Health Record (EHR) Representation learning. TAMER introduces a framework where a Mixture-of-Experts (MoE) architecture is co-designed with Test-Time Adaptation…

机器学习 · 计算机科学 2025-03-19 Yinghao Zhu , Xiaochen Zheng , Ahmed Allam , Michael Krauthammer

Multimodal language modeling has enabled breakthroughs for representation learning, yet remains unexplored in the realm of functional brain data for clinical phenotyping. This paper pioneers EEG-language models (ELMs) trained on clinical…

信号处理 · 电气工程与系统科学 2025-08-12 Sam Gijsen , Kerstin Ritter

In recent years, the field of electroencephalography (EEG) analysis has witnessed remarkable advancements, driven by the integration of machine learning and artificial intelligence. This survey aims to encapsulate the latest developments,…

信号处理 · 电气工程与系统科学 2025-01-09 Pengfei Wang , Huanran Zheng , Silong Dai , Yiqiao Wang , Xiaotian Gu , Yuanbin Wu , Xiaoling Wang

Synthesized speech from articulatory movements can have real-world use for patients with vocal cord disorders, situations requiring silent speech, or in high-noise environments. In this work, we present EMA2S, an end-to-end multimodal…

音频与语音处理 · 电气工程与系统科学 2021-06-10 Yu-Wen Chen , Kuo-Hsuan Hung , Shang-Yi Chuang , Jonathan Sherman , Wen-Chin Huang , Xugang Lu , Yu Tsao

This article describes a contour-based 3D tongue deformation visualization framework using B-mode ultrasound image sequences. A robust, automatic tracking algorithm characterizes tongue motion via a contour, which is then used to drive a…

计算机视觉与模式识别 · 计算机科学 2016-05-20 Kele Xu , Yin Yang , Clémence Leboullenger , Pierre Roussel , Bruce Denby

Speech therapy is essential for rehabilitating speech disorders caused by neurological impairments such as stroke. However, traditional manual and computer-assisted systems are limited in real-time accessibility and articulatory motion…

声音 · 计算机科学 2025-11-03 Yudong Yang , Xiaokang Liu , Shaofeng zhao , Rongfeng Su , Nan Yan , Lan Wang

While multi-modal learning has advanced significantly, current approaches often create inconsistencies in representation and reasoning of different modalities. We propose UMaT, a theoretically-grounded framework that unifies visual and…

计算机视觉与模式识别 · 计算机科学 2025-06-11 Xiaowei Bi , Zheyuan Xu
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