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The performance of speaker recognition system is highly dependent on the amount of speech used in enrollment and test. This work presents a detailed experimental review and analysis of the GMM-SVM based speaker recognition system in…

We propose UNIVERSE++, a universal speech enhancement method based on score-based diffusion and adversarial training. Specifically, we improve the existing UNIVERSE model that decouples clean speech feature extraction and diffusion. Our…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-19 Robin Scheibler , Yusuke Fujita , Yuma Shirahata , Tatsuya Komatsu

One of limitations in end-to-end automatic speech recognition (ASR) framework is its performance would be compromised if train-test utterance lengths are mismatched. In this paper, we propose an on-the-fly random utterance concatenation…

Audio and Speech Processing · Electrical Eng. & Systems 2023-05-26 Yist Y. Lin , Tao Han , Haihua Xu , Van Tung Pham , Yerbolat Khassanov , Tze Yuang Chong , Yi He , Lu Lu , Zejun Ma

This paper proposes an algorithm to improve the calculation of confidence measure for spoken term detection (STD). Given an input query term, the algorithm first calculates a measurement named document ranking weight for each document in…

Computation and Language · Computer Science 2015-09-11 Quan Liu , Wu Guo , Zhen-Hua Ling

Voice controlled virtual assistants (VAs) are now available in smartphones, cars, and standalone devices in homes. In most cases, the user needs to first "wake-up" the VA by saying a particular word/phrase every time he or she wants the VA…

Human-Computer Interaction · Computer Science 2019-02-05 Atta Norouzian , Bogdan Mazoure , Dermot Connolly , Daniel Willett

The goal of Automatic Voice Over (AVO) is to generate speech in sync with a silent video given its text script. Recent AVO frameworks built upon text-to-speech synthesis (TTS) have shown impressive results. However, the current AVO learning…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-30 Junchen Lu , Berrak Sisman , Mingyang Zhang , Haizhou Li

Many scene text recognition approaches are based on purely visual information and ignore the semantic relation between scene and text. In this paper, we tackle this problem from natural language processing perspective to fill the gap…

Computer Vision and Pattern Recognition · Computer Science 2018-10-31 Ahmed Sabir , Francesc Moreno-Noguer , Lluís Padró

Phoneme-level computer-assisted pronunciation training systems typically rely on phoneme-level annotations, which are costly and scarce. In this work, we investigate whether phoneme-level mispronunciation information can be learned without…

Audio and Speech Processing · Electrical Eng. & Systems 2026-05-25 Jazmín Vidal , Luciana Ferrer

In voice conversion (VC), it is crucial to preserve complete semantic information while accurately modeling the target speaker's timbre and prosody. This paper proposes FabasedVC to achieve VC with enhanced similarity in timbre, prosody,…

Sound · Computer Science 2025-11-14 Wenyu Wang , Zhetao Hu , Yiquan Zhou , Jiacheng Xu , Zhiyu Wu , Chen Li , Shihao Li

State-of-the-art singing voice separation is based on deep learning making use of CNN structures with skip connections (like U-net model, Wave-U-Net model, or MSDENSELSTM). A key to the success of these models is the availability of a large…

Sound · Computer Science 2019-06-25 Alice Cohen-Hadria , Axel Roebel , Geoffroy Peeters

Conversational systems rely heavily on speech recognition to interpret and respond to user commands and queries. Despite progress on speech recognition accuracy, errors may still sometimes occur and can significantly affect the end-user…

Human-Computer Interaction · Computer Science 2025-06-23 Sadia Nowrin , Keith Vertanen

Recent work on unsupervised term discovery (UTD) aims to identify and cluster repeated word-like units from audio alone. These systems are promising for some very low-resource languages where transcribed audio is unavailable, or where no…

Computation and Language · Computer Science 2016-09-22 Sameer Bansal , Herman Kamper , Sharon Goldwater , Adam Lopez

Cross-modal associations between voice and face from a person can be learnt algorithmically, which can benefit a lot of applications. The problem can be defined as voice-face matching and retrieval tasks. Much research attention has been…

Computer Vision and Pattern Recognition · Computer Science 2020-01-01 Chuyuan Xiong , Deyuan Zhang , Tao Liu , Xiaoyong Du

The detection of voiced speech, the estimation of the fundamental frequency, and the tracking of pitch values over time are crucial subtasks for a variety of speech processing techniques. Many different algorithms have been developed for…

Sound · Computer Science 2021-03-02 Benedikt Boenninghoff , Robert M. Nickel , Steffen Zeiler , Dorothea Kolossa

While end-to-end models have shown great success on the Automatic Speech Recognition task, performance degrades severely when target sentences are long-form. The previous proposed methods, (partial) overlapping inference are shown to be…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-23 Jinhan Wang , Xiaosu Tong , Jinxi Guo , Di He , Roland Maas

An utterance-level speaker embedding is typically obtained by aggregating a sequence of frame-level representations. However, in real-world scenarios, individual frames encode not only speaker-relevant information but also various nuisance…

Sound · Computer Science 2026-03-25 Junjie Li , Kong Aik Lee

Many brain-computer interfaces make use of brain signals that are elicited in response to a visual, auditory or tactile stimulus, so-called event-related potentials (ERPs). In visual ERP speller applications, sets of letters shown on a…

Machine Learning · Computer Science 2023-06-22 Jan Sosulski , Michael Tangermann

With the rapid advancement in synthetic speech generation technologies, great interest in differentiating spoof speech from the natural speech is emerging in the research community. The identification of these synthetic signals is a…

Audio and Speech Processing · Electrical Eng. & Systems 2022-12-06 Tadipatri Uday Kiran Reddy , Sahukari Chaitanya Varun , Kota Pranav Kumar Sankala Sreekanth , Kodukula Sri Rama Murty

The unified streaming and non-streaming two-pass (U2) end-to-end model for speech recognition has shown great performance in terms of streaming capability, accuracy, real-time factor (RTF), and latency. In this paper, we present U2++, an…

Sound · Computer Science 2022-01-03 Di Wu , Binbin Zhang , Chao Yang , Zhendong Peng , Wenjing Xia , Xiaoyu Chen , Xin Lei

There is debate if phoneme or viseme units are the most effective for a lipreading system. Some studies use phoneme units even though phonemes describe unique short sounds; other studies tried to improve lipreading accuracy by focusing on…

Computer Vision and Pattern Recognition · Computer Science 2018-05-09 Kwanchiva Thangthai , Helen L Bear , Richard Harvey