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Research in linguistics shows that non-verbal cues, such as gestures, play a crucial role in spoken discourse. For example, speakers perform hand gestures to indicate topic shifts, helping listeners identify transitions in discourse. In…

计算与语言 · 计算机科学 2025-03-06 Varsha Suresh , M. Hamza Mughal , Christian Theobalt , Vera Demberg

The RNN-Transducers and improved attention-based encoder-decoder models are widely applied to streaming speech recognition. Compared with these two end-to-end models, the CTC model is more efficient in training and inference. However, it…

音频与语音处理 · 电气工程与系统科学 2021-04-06 Zhengkun Tian , Jiangyan Yi , Ye Bai , Jianhua Tao , Shuai Zhang , Zhengqi Wen

We propose a brain-informed speech separation method for cochlear implants (CIs) that uses electroencephalography (EEG)-derived attention cues to guide enhancement toward the attended speaker. An attention-guided network fuses audio…

音频与语音处理 · 电气工程与系统科学 2026-02-02 Tom Gajecki , Jonas Althoff , Waldo Nogueira

Speaker-dependent modelling can substantially improve performance in speech-based health monitoring applications. While mixed-effect models are commonly used for such speaker adaptation, they require computationally expensive retraining for…

机器学习 · 计算机科学 2025-06-03 Roseline Polle , Agnes Norbury , Alexandra Livia Georgescu , Nicholas Cummins , Stefano Goria

This paper introduces Stereo-Talker, a novel one-shot audio-driven human video synthesis system that generates 3D talking videos with precise lip synchronization, expressive body gestures, temporally consistent photo-realistic quality, and…

计算机视觉与模式识别 · 计算机科学 2026-03-02 Xiang Deng , Youxin Pang , Xiaochen Zhao , Chao Xu , Lizhen Wang , Hongjiang Xiao , Shi Yan , Hongwen Zhang , Yebin Liu

Code-switching (CS) refers to a linguistic phenomenon where a speaker uses different languages in an utterance or between alternating utterances. In this work, we study end-to-end (E2E) approaches to the Mandarin-English code-switching…

计算与语言 · 计算机科学 2019-07-12 Zhiping Zeng , Yerbolat Khassanov , Van Tung Pham , Haihua Xu , Eng Siong Chng , Haizhou Li

This paper describes the TSUP team's submission to the ISCSLP 2022 conversational short-phrase speaker diarization (CSSD) challenge which particularly focuses on short-phrase conversations with a new evaluation metric called conversational…

声音 · 计算机科学 2023-10-26 Bowen Pang , Huan Zhao , Gaosheng Zhang , Xiaoyue Yang , Yang Sun , Li Zhang , Qing Wang , Lei Xie

Whispered speech as an acceptable form of human-computer interaction is gaining traction. Systems that address multiple modes of speech require a robust front-end speech classifier. Performance of whispered vs normal speech classification…

音频与语音处理 · 电气工程与系统科学 2024-08-28 S. Johanan Joysingh , P. Vijayalakshmi , T. Nagarajan

Most current speech technology systems are designed to operate well even in the presence of multiple active speakers. However, most solutions assume that the number of co-current speakers is known. Unfortunately, this information might not…

音频与语音处理 · 电气工程与系统科学 2021-11-02 Midia Yousefi , John H. L. Hansen

Human language can be expressed in either written or spoken form, i.e. text or speech. Humans can acquire knowledge from text to improve speaking and listening. However, the quest for speech pre-trained models to leverage unpaired text has…

音频与语音处理 · 电气工程与系统科学 2024-08-06 Duo Ma , Xianghu Yue , Junyi Ao , Xiaoxue Gao , Haizhou Li

The continuous speech separation (CSS) is a task to separate the speech sources from a long, partially overlapped recording, which involves a varying number of speakers. A straightforward extension of conventional utterance-level speech…

音频与语音处理 · 电气工程与系统科学 2021-02-24 Chenda Li , Zhuo Chen , Yi Luo , Cong Han , Tianyan Zhou , Keisuke Kinoshita , Marc Delcroix , Shinji Watanabe , Yanmin Qian

We propose a novel approach that utilizes inter-speaker relative cues to distinguish target speakers and extract their voices from mixtures. Continuous cues (e.g., temporal order, age, pitch level) are grouped by relative differences, while…

音频与语音处理 · 电气工程与系统科学 2025-06-10 Wang Dai , Archontis Politis , Tuomas Virtanen

Speech Translation has always been about giving source text or audio input and waiting for system to give translated output in desired form. In this paper, we present the Acoustic Dialect Decoder (ADD) - a voice to voice ear-piece…

计算与语言 · 计算机科学 2016-12-01 Hans Krupakar , Keerthika Rajvel , Bharathi B , Angel Deborah S , Vallidevi Krishnamurthy

Conversational Speech Synthesis (CSS) aims to express a target utterance with the proper speaking style in a user-agent conversation setting. Existing CSS methods employ effective multi-modal context modeling techniques to achieve empathy…

计算与语言 · 计算机科学 2024-08-02 Rui Liu , Yifan Hu , Yi Ren , Xiang Yin , Haizhou Li

Attention-based encoder-decoder (AED) models have shown impressive performance in ASR. However, most existing AED methods neglect to simultaneously leverage both acoustic and semantic features in decoder, which is crucial for generating…

计算与语言 · 计算机科学 2023-05-24 Tian-Hao Zhang , Hai-Bo Qin , Zhi-Hao Lai , Song-Lu Chen , Qi Liu , Feng Chen , Xinyuan Qian , Xu-Cheng Yin

We propose an end-to-end speaker-attributed automatic speech recognition model that unifies speaker counting, speech recognition, and speaker identification on monaural overlapped speech. Our model is built on serialized output training…

音频与语音处理 · 电气工程与系统科学 2020-08-11 Naoyuki Kanda , Yashesh Gaur , Xiaofei Wang , Zhong Meng , Zhuo Chen , Tianyan Zhou , Takuya Yoshioka

We propose HuPER, a human-inspired framework that models phonetic perception as adaptive inference over acoustic-phonetics evidence and linguistic knowledge. With only 100 hours of training data, HuPER achieves state-of-the-art phonetic…

音频与语音处理 · 电气工程与系统科学 2026-02-03 Chenxu Guo , Jiachen Lian , Yisi Liu , Baihe Huang , Shriyaa Narayanan , Cheol Jun Cho , Gopala Anumanchipalli

Most spoken language understanding systems use a pipeline approach composed of an automatic speech recognition interface and a natural language understanding module. This approach forces hard decisions when converting continuous inputs into…

计算与语言 · 计算机科学 2023-10-18 Quentin Meeus , Marie-Francine Moens , Hugo Van hamme

The use of hearing aids will increase in the coming years due to demographic change. One open problem that remains to be solved by a new generation of hearing aids is the cocktail party problem. A possible solution is…

信号处理 · 电气工程与系统科学 2026-02-27 René Pallenberg , Fabrice Katzberg , Alfred Mertins , Marco Maass

Lattices are compact representations that encode multiple hypotheses, such as speech recognition results or different word segmentations. It is shown that encoding lattices as opposed to 1-best results generated by automatic speech…

计算与语言 · 计算机科学 2020-11-03 Chao-Wei Huang , Yun-Nung Chen