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Hearing-impaired individuals often face significant barriers in daily communication due to the inherent challenges of producing clear speech. To address this, we introduce the Omni-Model paradigm into assistive technology and present…

Computation and Language · Computer Science 2025-11-17 Zhiming Ma , Shiyu Gan , Junhao Zhao , Xianming Li , Qingyun Pan , Peidong Wang , Mingjun Pan , Yuhao Mo , Jiajie Cheng , Chengxin Chen , Zhonglun Cao , Chonghan Liu , Shi Cheng

Estimation of a speaker's direction and head orientation with binaural recordings can be a critical piece of information in many real-world applications with emerging `earable' devices, including smart headphones and AR/VR headsets.…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-27 Harshvardhan Takawale , Nirupam Roy

Spatial audio enhances immersion in applications such as virtual reality, augmented reality, gaming, and cinema by creating a three-dimensional auditory experience. Ensuring the spatial fidelity of binaural audio is crucial, given that…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-21 Davoud Shariat Panah , Dan Barry , Alessandro Ragano , Jan Skoglund , Andrew Hines

This paper explores enabling large language models (LLMs) to understand spatial information from multichannel audio, a skill currently lacking in auditory LLMs. By leveraging LLMs' advanced cognitive and inferential abilities, the aim is to…

Sound · Computer Science 2024-06-17 Changli Tang , Wenyi Yu , Guangzhi Sun , Xianzhao Chen , Tian Tan , Wei Li , Jun Zhang , Lu Lu , Zejun Ma , Yuxuan Wang , Chao Zhang

Recent works in neural machine translation have begun to explore document translation. However, translating online multi-speaker conversations is still an open problem. In this work, we propose the task of translating Bilingual…

Computation and Language · Computer Science 2018-09-05 Sameen Maruf , André F. T. Martins , Gholamreza Haffari

Mixed-reality (MR) soundscapes blend real-world sound with virtual audio from hearing devices, presenting intricate auditory information that is hard to discern and differentiate. This is particularly challenging for blind or visually…

Human-Computer Interaction · Computer Science 2024-05-28 Ruei-Che Chang , Chia-Sheng Hung , Bing-Yu Chen , Dhruv Jain , Anhong Guo

Direct speech-to-speech translation (S2ST) with discrete units leverages recent progress in speech representation learning. Specifically, a sequence of discrete representations derived in a self-supervised manner are predicted from the…

Computation and Language · Computer Science 2023-03-03 Rongjie Huang , Jinglin Liu , Huadai Liu , Yi Ren , Lichao Zhang , Jinzheng He , Zhou Zhao

Multi-channel multi-talker speech recognition presents formidable challenges in the realm of speech processing, marked by issues such as background noise, reverberation, and overlapping speech. Overcoming these complexities requires…

Audio and Speech Processing · Electrical Eng. & Systems 2023-10-09 Yiwen Shao

Recently, diffusion models have achieved great success in mono-channel audio generation. However, when it comes to stereo audio generation, the soundscapes often have a complex scene of multiple objects and directions. Controlling stereo…

Sound · Computer Science 2025-02-26 Peiwen Sun , Sitong Cheng , Xiangtai Li , Zhen Ye , Huadai Liu , Honggang Zhang , Wei Xue , Yike Guo

Speech-to-speech translation (S2ST) enables spoken communication between people talking in different languages. Despite a few studies on multilingual S2ST, their focus is the multilinguality on the source side, i.e., the translation from…

Computation and Language · Computer Science 2023-07-18 Hongyu Gong , Ning Dong , Sravya Popuri , Vedanuj Goswami , Ann Lee , Juan Pino

Speech-to-speech translation is a typical sequence-to-sequence learning task that naturally has two directions. How to effectively leverage bidirectional supervision signals to produce high-fidelity audio for both directions? Existing…

Computation and Language · Computer Science 2023-05-23 Xianchao Wu

Cross-speaker style transfer aims to extract the speech style of the given reference speech, which can be reproduced in the timbre of arbitrary target speakers. Existing methods on this topic have explored utilizing utterance-level style…

Sound · Computer Science 2022-08-22 Xiang Li , Changhe Song , Xianhao Wei , Zhiyong Wu , Jia Jia , Helen Meng

Human perceives rich auditory experience with distinct sound heard by ears. Videos recorded with binaural audio particular simulate how human receives ambient sound. However, a large number of videos are with monaural audio only, which…

Sound · Computer Science 2021-05-04 Yan-Bo Lin , Yu-Chiang Frank Wang

Spatial audio formats like Ambisonics are playback device layout-agnostic and well-suited for applications such as teleconferencing and virtual reality. Conventional Ambisonic encoding methods often rely on spherical microphone arrays for…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-17 Yue Qiao , Vinay Kothapally , Meng Yu , Dong Yu

Virtual assistants (VAs) have become ubiquitous in daily life, integrated into smartphones and smart devices, sparking interest in AI companions that enhance user experiences and foster emotional connections. However, existing companions…

Human-Computer Interaction · Computer Science 2025-09-03 Xuetong Wang , Ching Christie Pang , Pan Hui

Cross-lingual alignment in pretrained language models enables knowledge transfer across languages. Similar alignment has been reported in Whisper-style speech encoders, based on spoken translation retrieval using representational…

Computation and Language · Computer Science 2026-04-07 Ryan Soh-Eun Shim , Domenico De Cristofaro , Chengzhi Martin Hu , Alessandro Vietti , Barbara Plank

Human perception of surrounding events is strongly dependent on audio cues. Thus, acoustic insulation can seriously impact situational awareness. We present an exploratory study in the domain of assistive computing, eliciting requirements…

Human-Computer Interaction · Computer Science 2018-10-23 Leonardo A. Fanzeres , Adriana S. Vivacqua , Luiz W. P. Biscainho

We present a new task, speech dialogue translation mediating speakers of different languages. We construct the SpeechBSD dataset for the task and conduct baseline experiments. Furthermore, we consider context to be an important aspect that…

Computation and Language · Computer Science 2023-05-23 Shuichiro Shimizu , Chenhui Chu , Sheng Li , Sadao Kurohashi

Spatial hearing, the brain's ability to use auditory cues to identify the origin of sounds, is crucial for everyday listening. While simplified paradigms have advanced the understanding of spatial hearing, their lack of ecological validity…

Audio and Speech Processing · Electrical Eng. & Systems 2025-10-15 Fulvio Missoni , Katarina Poole , Lorenzo Picinali , Andrea Canessa

With the rapid development of spatial audio technologies today, applications in AR, VR, and other scenarios have garnered extensive attention. Unlike traditional mono sound, spatial audio offers a more realistic and immersive auditory…

Audio and Speech Processing · Electrical Eng. & Systems 2025-08-21 Zhiyuan Zhu , Yu Zhang , Wenxiang Guo , Changhao Pan , Zhou Zhao