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相关论文: VoiceSHIELD-Small: Real-Time Malicious Speech Dete…

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We present CallShield, the first caller identity authentication system that operates entirely at the audio layer, without relying on speech transcription, internet connectivity, or trusted infrastructure. CallShield introduces a real-time…

密码学与安全 · 计算机科学 2026-01-15 Mouna Rabh , Yazan Boshmaf , Mashael Alsabah , Shammur Chowdhury , Mohamed Hefeeda , Issa Khalil

Robust speech recognition systems rely on cloud service providers for inference. It needs to ensure that an untrustworthy provider cannot deduce the sensitive content in speech. Sanitization can be done on speech content keeping in mind…

音频与语音处理 · 电气工程与系统科学 2025-12-02 Afsara Benazir , Felix Xiaozhu Lin

Large-scale, weakly-supervised speech recognition models, such as Whisper, have demonstrated impressive results on speech recognition across domains and languages. However, their application to long audio transcription via buffered or…

声音 · 计算机科学 2023-07-12 Max Bain , Jaesung Huh , Tengda Han , Andrew Zisserman

The growing capabilities of large language models and multimodal systems have spurred interest in voice-first AI assistants, yet existing benchmarks are inadequate for evaluating the full range of these systems' capabilities. We introduce…

计算与语言 · 计算机科学 2025-09-29 Ke Wang , Houxing Ren , Zimu Lu , Mingjie Zhan , Hongsheng Li

Large general-purpose transformer models have recently become the mainstay in the realm of speech analysis. In particular, Whisper achieves state-of-the-art results in relevant tasks such as speech recognition, translation, language…

声音 · 计算机科学 2024-05-07 Antonio Bevilacqua , Paolo Saviano , Alessandro Amirante , Simon Pietro Romano

As a robust and large-scale multilingual speech recognition model, Whisper has demonstrated impressive results in many low-resource and out-of-distribution scenarios. However, its encoder-decoder structure hinders its application to…

声音 · 计算机科学 2025-05-06 Haoyu Wang , Guoqiang Hu , Guodong Lin , Wei-Qiang Zhang , Jian Li

Speech foundation models, such as OpenAI's Whisper, become the state of the art in speech understanding due to their strong accuracy and generalizability. Yet, their applications are mostly limited to processing pre-recorded speech, whereas…

声音 · 计算机科学 2025-04-23 Rongxiang Wang , Zhiming Xu , Felix Xiaozhu Lin

Voice phishing (vishing) remains a persistent threat in cybersecurity, exploiting human trust through persuasive speech. While machine learning (ML)-based classifiers have shown promise in detecting malicious call transcripts, they remain…

密码学与安全 · 计算机科学 2025-07-23 Wenhao Li , Selvakumar Manickam , Yung-wey Chong , Shankar Karuppayah

In this paper, we demonstrate that attacks in the latest ASVspoof5 dataset -- a de facto standard in the field of voice authenticity and deepfake detection -- can be identified with surprising accuracy using a small subset of very…

音频与语音处理 · 电气工程与系统科学 2024-08-30 Octavian Pascu , Dan Oneata , Horia Cucu , Nicolas M. Müller

Thanks to the popularisation of transformer-based models, speech recognition (SR) is gaining traction in various application fields, such as industrial and robotics environments populated with mission-critical devices. While…

密码学与安全 · 计算机科学 2024-09-20 Jonatan Bartolini , Todor Stoyanov , Alberto Giaretta

The rapid advancement of AI has enabled highly realistic speech synthesis and voice cloning, posing serious risks to voice authentication, smart assistants, and telecom security. While most prior work frames spoof detection as a binary…

声音 · 计算机科学 2025-09-10 Bin Hu , Kunyang Huang , Daehan Kwak , Meng Xu , Kuan Huang

As large language models (LLMs) become increasingly integrated into daily life, audio has emerged as a key interface for human-AI interaction. However, this convenience also introduces new vulnerabilities, making audio a potential attack…

声音 · 计算机科学 2026-02-05 Hiskias Dingeto , Taeyoun Kwon , Dasol Choi , Bodam Kim , DongGeon Lee , Haon Park , JaeHoon Lee , Jongho Shin

Automatic speech recognition systems have created exciting possibilities for applications, however they also enable opportunities for systematic eavesdropping. We propose a method to camouflage a person's voice over-the-air from these…

声音 · 计算机科学 2022-02-18 Mia Chiquier , Chengzhi Mao , Carl Vondrick

Automatic speech recognition and voice identification systems are being deployed in a wide array of applications, from providing control mechanisms to devices lacking traditional interfaces, to the automatic transcription of conversations…

The optimization of a wavelet-based algorithm to improve speech intelligibility along with the full data set and results are reported. The discrete-time speech signal is split into frequency sub-bands via a multi-level discrete wavelet…

声音 · 计算机科学 2022-07-25 Tianqu Kang , Anh-Dung Dinh , Binghong Wang , Tianyuan Du , Yijia Chen , Kevin Chau

We propose DarkStream, a streaming speech synthesis model for real-time speaker anonymization. To improve content encoding under strict latency constraints, DarkStream combines a causal waveform encoder, a short lookahead buffer, and…

音频与语音处理 · 电气工程与系统科学 2025-09-08 Waris Quamer , Ricardo Gutierrez-Osuna

In this paper, we propose MelShield, a robust, in-generation, keyed audio watermarking framework that embeds identifiable signals into AI-generated audio for copyright protection and reliable attribution. Specifically, MelShield operates in…

声音 · 计算机科学 2026-05-05 Yutong Jin , Qi Li , Lingshuang Liu , Jianbing Ni

Large Language Models and commercial speech synthesis systems now enable highly realistic AI-generated voice scams (vishing), raising urgent concerns about deception at scale. Yet it remains unclear whether individuals can reliably…

密码学与安全 · 计算机科学 2026-03-27 Zoha Hayat Bhatti , Bakhtawar Ahtisham , Seemal Tausif , Niklas George , Nida ul Habib Bajwa , Mobin Javed

Humans have the ability to utilize visual cues, such as lip movements and visual scenes, to enhance auditory perception, particularly in noisy environments. However, current Automatic Speech Recognition (ASR) or Audio-Visual Speech…

计算与语言 · 计算机科学 2025-04-11 Lakshmipathi Balaji , Karan Singla

In qualitative research, data transcription is often labor-intensive and time-consuming. To expedite this process, a workflow utilizing artificial intelligence (AI) was developed. This workflow not only enhances transcription speed but also…

计算与语言 · 计算机科学 2025-04-22 Jakob Sponholz , Andreas Weilinghoff , Juliane Schopf
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