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Silent speech interfaces (SSI) has been an exciting area of recent interest. In this paper, we present a non-invasive silent speech interface that uses inaudible acoustic signals to capture people's lip movements when they speak. We exploit…

Audio and Speech Processing · Electrical Eng. & Systems 2020-11-24 Jian Luo , Jianzong Wang , Ning Cheng , Guilin Jiang , Jing Xiao

Silent speech interfaces (SSIs) enable silent interaction in noise-sensitive or privacy-sensitive settings. However, existing SSIs face practical deployment trade-offs among privacy, user experience, and energy consumption, and most remain…

Human-Computer Interaction · Computer Science 2026-01-27 Ye Tian , Haohua Du , Chao Gu , Junyang Zhang , Shanyue Wang , Hao Zhou , Jiahui Hou , Xiang-Yang Li

The emergence of voice-assistant devices ushers in delightful user experiences not just on the smart home front, but also in diverse educational environments from classrooms to personalized-learning/tutoring. However, the use of voice as an…

Audio and Speech Processing · Electrical Eng. & Systems 2021-04-23 Mohammad Niknazar , Aditya Vempaty , Ravi Kokku

Speaker recognition is a biometric modality that uses underlying speech information to determine the identity of the speaker. Speaker Identification (SID) under noisy conditions is one of the challenging topics in the field of speech…

Sound · Computer Science 2019-08-02 Nursadul Mamun , Ria Ghosh , John H. L. Hansen

Our research presents a wearable Silent Speech Interface (SSI) technology that excels in device comfort, time-energy efficiency, and speech decoding accuracy for real-world use. We developed a biocompatible, durable textile choker with an…

Audio and Speech Processing · Electrical Eng. & Systems 2024-05-09 Chenyu Tang , Muzi Xu , Wentian Yi , Zibo Zhang , Edoardo Occhipinti , Chaoqun Dong , Dafydd Ravenscroft , Sung-Min Jung , Sanghyo Lee , Shuo Gao , Jong Min Kim , Luigi G. Occhipinti

This review summarises the status of silent speech interface (SSI) research. SSIs rely on non-acoustic biosignals generated by the human body during speech production to enable communication whenever normal verbal communication is not…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-29 Jose A. Gonzalez-Lopez , Alejandro Gomez-Alanis , Juan M. Martín-Doñas , José L. Pérez-Córdoba , Angel M. Gomez

Voice Activity Detection (VAD) is not easy task when the input audio signal is noisy, and it is even more complicated when the input is not even an audio recording. This is the case with Silent Speech Interfaces (SSI) where we record the…

Sound · Computer Science 2021-09-21 Amin Honarmandi Shandiz , László Tóth

This paper presents a novel wireless silent speech interface (SSI) integrating multi-channel textile-based EMG electrodes into headphone earmuff for real-time, hands-free communication. Unlike conventional patch-based EMG systems, which…

Silent Speech Interfaces (SSIs) have gained attention for their ability to generate intelligible speech from non-acoustic signals. While significant progress has been made in advancing speech generation pipelines, limited work has addressed…

Computation and Language · Computer Science 2025-09-08 Nithyashree Sivasubramaniam

Self-Supervised Learning (SSL) has made great strides recently. SSL speech models achieve decent performance on a wide range of downstream tasks, suggesting that they extract different aspects of information from speech. However, how SSL…

Machine Learning · Computer Science 2022-05-10 Chi-Luen Feng , Po-chun Hsu , Hung-yi Lee

Speaker identification in multilingual settings presents unique challenges, particularly when conventional models are predominantly trained on English data. In this paper, we propose WSI (Whisper Speaker Identification), a framework that…

Sound · Computer Science 2025-03-14 Jakaria Islam Emon , Md Abu Salek , Kazi Tamanna Alam

Whisphone is a novel earbud device designed for speech input via whispering. Utilizing canal-type earbuds with a unique microphone placement at the tip of the earplug, it effectively captures whispered voices radiated in the ear canal…

Human-Computer Interaction · Computer Science 2025-01-06 Masaaki Fukumoto

Modern noise-cancelling headphones have significantly improved users' auditory experiences by removing unwanted background noise, but they can also block out sounds that matter to users. Machine learning (ML) models for sound event…

Machine Learning · Computer Science 2024-06-18 N Shashaank , Berker Banar , Mohammad Rasool Izadi , Jeremy Kemmerer , Shuo Zhang , Chuan-Che Huang

Human-computer interaction has traditionally relied on the acoustic channel, a dependency that introduces systemic vulnerabilities to environmental noise, privacy constraints, and physiological speech impairments. Silent Speech Interfaces…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-13 Kele Xu , Yifan Wang , Ming Feng , Qisheng Xu , Wuyang Chen , Yutao Dou , Cheng Yang , Huaimin Wang

Speaker independent continuous speech separation (SI-CSS) is a task of converting a continuous audio stream, which may contain overlapping voices of unknown speakers, into a fixed number of continuous signals each of which contains no…

Audio and Speech Processing · Electrical Eng. & Systems 2019-04-16 Takuya Yoshioka , Zhuo Chen , Changliang Liu , Xiong Xiao , Hakan Erdogan , Dimitrios Dimitriadis

Recent studies demonstrate the effectiveness of Self Supervised Learning (SSL) speech representations for Speech Inversion (SI). However, applying SI in real-world scenarios remains challenging due to the pervasive presence of background…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-22 Saba Tabatabaee , Carol Espy-Wilson

Self-supervised learning (SSL) speech models, which can serve as powerful upstream models to extract meaningful speech representations, have achieved unprecedented success in speech representation learning. However, their effectiveness on…

Sound · Computer Science 2023-02-01 Tung-Yu Wu , Chen-An Li , Tzu-Han Lin , Tsu-Yuan Hsu , Hung-Yi Lee

The popularity of mobile device has made people's lives more convenient, but threatened people's privacy at the same time. As end users are becoming more and more concerned on the protection of their private information, it is even harder…

Cryptography and Security · Computer Science 2014-07-04 Zhe Zhou , Wenrui Diao , Xiangyu Liu , Kehuan Zhang

This paper presents our modeling and architecture approaches for building a highly accurate low-latency language identification system to support multilingual spoken queries for voice assistants. A common approach to solve multilingual…

Audio and Speech Processing · Electrical Eng. & Systems 2020-06-02 Chander Chandak , Zeynab Raeesy , Ariya Rastrow , Yuzong Liu , Xiangyang Huang , Siyu Wang , Dong Kwon Joo , Roland Maas

Speaker verification is a task of confirming an individual's identity through the analysis of their voice. Whispered speech differs from phonated speech in acoustic characteristics, which degrades the performance of speaker verification…

Sound · Computer Science 2026-05-08 Magdalena Gołębiowska , Piotr Syga
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