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Audio is one of the most used ways of human communication, but at the same time it can be easily misused to trick people. With the revolution of AI, the related technologies are now accessible to almost everyone, thus making it simple for…

Recently, a few open-vocabulary methods have been proposed by employing a unified architecture to tackle generic segmentation and detection tasks. However, their performance still lags behind the task-specific models due to the conflict…

Computer Vision and Pattern Recognition · Computer Science 2023-12-13 Shuai Li , Minghan Li , Pengfei Wang , Lei Zhang

Omni-modal large language models (OLLMs) offer a promising end-to-end solution for slide-enhanced speech recognition due to their inherent multimodal capabilities. However, we found a fundamental issue faced by OLLMs: \textit{Visual…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-28 Rui Hu , Delai Qiu , Yining Wang , Shengping Liu , Jitao Sang

Spoken dialogue systems often rely on cascaded pipelines that transcribe, process, and resynthesize speech. While effective, this design discards paralinguistic cues and limits expressivity. Recent end-to-end methods reduce latency and…

With the growing need for efficient language models in resource-constrained environments, Small Language Models (SLMs) have emerged as compact and practical alternatives to Large Language Models (LLMs). While studies have explored noise…

Computation and Language · Computer Science 2025-05-28 Nicy Scaria , Silvester John Joseph Kennedy , Deepak Subramani

Recent advancements highlight the potential of end-to-end real-time spoken dialogue systems, showcasing their low latency and high quality. In this paper, we introduce SLAM-Omni, a timbre-controllable, end-to-end voice interaction system…

Audio and Speech Processing · Electrical Eng. & Systems 2024-12-23 Wenxi Chen , Ziyang Ma , Ruiqi Yan , Yuzhe Liang , Xiquan Li , Ruiyang Xu , Zhikang Niu , Yanqiao Zhu , Yifan Yang , Zhanxun Liu , Kai Yu , Yuxuan Hu , Jinyu Li , Yan Lu , Shujie Liu , Xie Chen

We introduce OpenVoice, a versatile voice cloning approach that requires only a short audio clip from the reference speaker to replicate their voice and generate speech in multiple languages. OpenVoice represents a significant advancement…

Sound · Computer Science 2024-08-20 Zengyi Qin , Wenliang Zhao , Xumin Yu , Xin Sun

Speech-based analysis offers a scalable and non-invasive approach for detecting cognitive decline, yet progress has been constrained by the limited availability of clinically validated datasets collected under realistic conditions. We…

We introduce Ming-Lite-Uni, an open-source multimodal framework featuring a newly designed unified visual generator and a native multimodal autoregressive model tailored for unifying vision and language. Specifically, this project provides…

Computer Vision and Pattern Recognition · Computer Science 2025-06-16 Inclusion AI , Biao Gong , Cheng Zou , Dandan Zheng , Hu Yu , Jingdong Chen , Jianxin Sun , Junbo Zhao , Jun Zhou , Kaixiang Ji , Lixiang Ru , Libin Wang , Qingpei Guo , Rui Liu , Weilong Chai , Xinyu Xiao , Ziyuan Huang

Recent progress in multimodal models has spurred rapid advances in audio understanding, generation, and editing. However, these capabilities are typically addressed by specialized models, leaving the development of a truly unified framework…

Silent speech interface is a promising technology that enables private communications in natural language. However, previous approaches only support a small and inflexible vocabulary, which leads to limited expressiveness. We leverage…

Human-Computer Interaction · Computer Science 2023-03-07 Zixiong Su , Shitao Fang , Jun Rekimoto

Large language models are powerful but often limited by high computational cost, privacy concerns, and English-centric training. Recent progress demonstrates that small, efficient models with around one billion parameters can deliver strong…

Computation and Language · Computer Science 2025-12-16 Anna Aksenova , Boris Zverkov , Nicola Dainese , Alexander Nikitin , Pekka Marttinen

Recently, the powerful text-to-image capabilities of ChatGPT-4o have led to growing appreciation for native multimodal large language models. However, its multimodal capabilities remain confined to images and text. Yet beyond images, the…

Computer Vision and Pattern Recognition · Computer Science 2025-06-03 Junliang Ye , Zhengyi Wang , Ruowen Zhao , Shenghao Xie , Jun Zhu

We introduce VoiceFilter-Lite, a single-channel source separation model that runs on the device to preserve only the speech signals from a target user, as part of a streaming speech recognition system. Delivering such a model presents…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-10 Quan Wang , Ignacio Lopez Moreno , Mert Saglam , Kevin Wilson , Alan Chiao , Renjie Liu , Yanzhang He , Wei Li , Jason Pelecanos , Marily Nika , Alexander Gruenstein

Voice interfaces are quickly becoming a common way for people to interact with AI systems. This also brings new security risks, such as prompt injection, social engineering, and harmful voice commands. Traditional security methods rely on…

Sound · Computer Science 2026-03-10 Sumit Ranjan , Sugandha Sharma , Ubaid Abbas , Puneeth N Ail

Current audio-driven 3D head generation methods mainly focus on single-speaker scenarios, lacking natural, bidirectional listen-and-speak interaction. Achieving seamless conversational behavior, where speaking and listening states…

Computer Vision and Pattern Recognition · Computer Science 2026-01-06 Lei Zhu , Lijian Lin , Ye Zhu , Jiahao Wu , Xuehan Hou , Yu Li , Yunfei Liu , Jie Chen

Real-time Spoken Language Models (SLMs) struggle to leverage Chain-of-Thought (CoT) reasoning due to the prohibitive latency of generating the entire thought process sequentially. Enabling SLMs to think while speaking, similar to humans, is…

Computation and Language · Computer Science 2026-05-12 Donghang Wu , Haoyang Zhang , Jun Chen , Xiangyu , Zhang , Hexin Liu , Eng Siong Chng , Fei Tian , Xuerui Yang , Xiangyu Zhang , Daxin Jiang , Gang Yu

The imitation of voice, targeted on specific speech attributes such as timbre and speaking style, is crucial in speech generation. However, existing methods rely heavily on annotated data, and struggle with effectively disentangling timbre…

Recent work on speech representation models jointly pre-trained with text has demonstrated the potential of improving speech representations by encoding speech and text in a shared space. In this paper, we leverage such shared…

Computation and Language · Computer Science 2023-10-10 Chung-Ming Chien , Mingjiamei Zhang , Ju-Chieh Chou , Karen Livescu
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