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Voice-activated systems are integrated into a variety of desktop, mobile, and Internet-of-Things (IoT) devices. However, voice spoofing attacks, such as impersonation and replay attacks, in which malicious attackers synthesize the voice of…

声音 · 计算机科学 2022-05-31 Hanqing Guo , Qiben Yan , Nikolay Ivanov , Ying Zhu , Li Xiao , Eric J. Hunter

This paper describes the Ubenwa CryCeleb dataset - a labeled collection of infant cries - and the accompanying CryCeleb 2023 task, which is a public speaker verification challenge based on cry sounds. We released more than 6 hours of…

声音 · 计算机科学 2024-03-22 David Budaghyan , Charles C. Onu , Arsenii Gorin , Cem Subakan , Doina Precup

In neural network based speaker verification, speaker embedding is expected to be discriminative between speakers while the intra-speaker distance should remain small. A variety of loss functions have been proposed to achieve this goal. In…

声音 · 计算机科学 2019-04-09 Yi Liu , Liang He , Jia Liu

In this paper, we propose a speaker verification method by an Attentive Multi-scale Convolutional Recurrent Network (AMCRN). The proposed AMCRN can acquire both local spatial information and global sequential information from the input…

音频与语音处理 · 电气工程与系统科学 2023-06-02 Yanxiong Li , Zhongjie Jiang , Wenchang Cao , Qisheng Huang

This paper proposes VoxStudio, the first unified and end-to-end speech-to-image model that generates expressive images directly from spoken descriptions by jointly aligning linguistic and paralinguistic information. At its core is a speech…

音频与语音处理 · 电气工程与系统科学 2025-11-06 Jiyoung Lee , Song Park , Sanghyuk Chun , Soo-Whan Chung

Speaker recognition is a widely used voice-based biometric technology with applications in various industries, including banking, education, recruitment, immigration, law enforcement, healthcare, and well-being. However, while dataset…

计算机与社会 · 计算机科学 2023-08-21 Casandra Rusti , Anna Leschanowsky , Carolyn Quinlan , Michaela Pnacek , Lauriane Gorce , Wiebke Hutiri

Achieving nuanced and accurate emulation of human voice has been a longstanding goal in artificial intelligence. Although significant progress has been made in recent years, the mainstream of speech synthesis models still relies on…

声音 · 计算机科学 2024-03-04 Weiwei Lin , Chenhang He , Man-Wai Mak , Jiachen Lian , Kong Aik Lee

Even though deep speaker models have demonstrated impressive accuracy in speaker verification tasks, this often comes at the expense of increased model size and computation time, presenting challenges for deployment in resource-constrained…

声音 · 计算机科学 2023-12-21 Xuechen Liu , Md Sahidullah , Tomi Kinnunen

In practical settings, a speaker recognition system needs to identify a speaker given a short utterance, while the enrollment utterance may be relatively long. However, existing speaker recognition models perform poorly with such short…

音频与语音处理 · 电气工程与系统科学 2020-08-12 Seong Min Kye , Youngmoon Jung , Hae Beom Lee , Sung Ju Hwang , Hoirin Kim

The VoxCeleb Speaker Recognition Challenge 2019 aimed to assess how well current speaker recognition technology is able to identify speakers in unconstrained or `in the wild' data. It consisted of: (i) a publicly available speaker…

In real application scenarios, it is often challenging to obtain a large amount of labeled data for speaker representation learning due to speaker privacy concerns. Self-supervised learning with no labels has become a more and more…

声音 · 计算机科学 2022-11-28 Zhengyang Chen , Yao Qian , Bing Han , Yanmin Qian , Michael Zeng

The speech representations learned from large-scale unlabeled data have shown better generalizability than those from supervised learning and thus attract a lot of interest to be applied for various downstream tasks. In this paper, we…

声音 · 计算机科学 2022-01-25 Zhengyang Chen , Sanyuan Chen , Yu Wu , Yao Qian , Chengyi Wang , Shujie Liu , Yanmin Qian , Michael Zeng

Open-vocabulary object perception has become an important topic in artificial intelligence, which aims to identify objects with novel classes that have not been seen during training. Under this setting, open-vocabulary object detection…

计算机视觉与模式识别 · 计算机科学 2024-10-24 Haiji Liang , Ruize Han

In this paper, we propose an effective training strategy to ex-tract robust speaker representations from a speech signal. Oneof the key challenges in speaker recognition tasks is to learnlatent representations or embeddings containing…

音频与语音处理 · 电气工程与系统科学 2020-08-05 Yoohwan Kwon , Soo-Whan Chung , Hong-Goo Kang

Verifying if two audio segments belong to the same speaker has been recently put forward as a flexible way to carry out speaker identification, since it does not require to be re-trained when new speakers appear on the auditory scene.…

音频与语音处理 · 电气工程与系统科学 2020-10-26 Ivette Velez , Caleb Rascon , Gibran Fuentes-Pineda

A major hurdle in data-driven research on typology is having sufficient data in many languages to draw meaningful conclusions. We present VoxClamantis v1.0, the first large-scale corpus for phonetic typology, with aligned segments and…

Recent advancements in audio tokenization have significantly enhanced the integration of audio capabilities into large language models (LLMs). However, audio understanding and generation are often treated as distinct tasks, hindering the…

Training speaker-discriminative and robust speaker verification systems without explicit speaker labels remains a persistent challenge. In this paper, we propose a novel self-supervised speaker verification approach, Self-Distillation…

音频与语音处理 · 电气工程与系统科学 2024-12-30 Yafeng Chen , Siqi Zheng , Hui Wang , Luyao Cheng , Qian Chen , Chong Deng , Shiliang Zhang , Wen Wang

Recent advances in audio generation led to an increasing number of deepfakes, making the general public more vulnerable to financial scams, identity theft, and misinformation. Audio deepfake detectors promise to alleviate this issue, with…

Automatic speaker verification task has made great achievements using deep learning approaches with the large-scale manually annotated dataset. However, it's very difficult and expensive to collect a large amount of well-labeled data for…

声音 · 计算机科学 2023-04-13 Bing Han , Zhengyang Chen , Yanmin Qian
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