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相关论文: The VoicePrivacy 2022 Challenge Evaluation Plan

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Smart devices serviced by large-scale AI models necessitates user data transfer to the cloud for inference. For speech applications, this means transferring private user information, e.g., speaker identity. Our paper proposes a…

音频与语音处理 · 电气工程与系统科学 2023-07-26 Md Asif Jalal , Pablo Peso Parada , Jisi Zhang , Karthikeyan Saravanan , Mete Ozay , Myoungji Han , Jung In Lee , Seokyeong Jung

We present a thorough analysis of the findings of the latest iteration of the Singing Voice Conversion Challenge, a scientific event aiming to compare and understand different voice conversion systems in a controlled environment. Compared…

This paper presents the "Speak & Improve Challenge 2025: Spoken Language Assessment and Feedback" -- a challenge associated with the ISCA SLaTE 2025 Workshop. The goal of the challenge is to advance research on spoken language assessment…

计算与语言 · 计算机科学 2024-12-18 Mengjie Qian , Kate Knill , Stefano Banno , Siyuan Tang , Penny Karanasou , Mark J. F. Gales , Diane Nicholls

We present a number of systems for the Voice Privacy Challenge, including voice conversion based systems such as the kNN-VC method and the WavLM voice Conversion method, and text-to-speech (TTS) based systems including Whisper-VITS. We…

音频与语音处理 · 电气工程与系统科学 2024-09-18 Henry Li Xinyuan , Zexin Cai , Ashi Garg , Kevin Duh , Leibny Paola García-Perera , Sanjeev Khudanpur , Nicholas Andrews , Matthew Wiesner

Speaker adaptation systems face privacy concerns, for such systems are trained on private datasets and often overfitting. This paper demonstrates that an attacker can extract speaker information by querying speaker-adapted speech…

音频与语音处理 · 电气工程与系统科学 2023-11-20 Xiaojiao Chen , Sheng Li , Jiyi Li , Hao Huang , Yang Cao , Liang He

Speaker anonymization aims to conceal cues to speaker identity while preserving linguistic content. Current machine learning based approaches require substantial computational resources, hindering real-time streaming applications. To…

音频与语音处理 · 电气工程与系统科学 2024-11-04 Waris Quamer , Ricardo Gutierrez-Osuna

The INTERSPEECH 2020 Far-Field Speaker Verification Challenge (FFSVC 2020) addresses three different research problems under well-defined conditions: far-field text-dependent speaker verification from single microphone array, far-field…

音频与语音处理 · 电气工程与系统科学 2020-05-19 Xiaoyi Qin , Ming Li , Hui Bu , Wei Rao , Rohan Kumar Das , Shrikanth Narayanan , Haizhou Li

Automatic speech recognition (ASR) is a key technology in many services and applications. This typically requires user devices to send their speech data to the cloud for ASR decoding. As the speech signal carries a lot of information about…

计算与语言 · 计算机科学 2019-11-13 Brij Mohan Lal Srivastava , Aurélien Bellet , Marc Tommasi , Emmanuel Vincent

Speaker anonymization aims to conceal a speaker's identity while preserving content information in speech. Current mainstream neural-network speaker anonymization systems disentangle speech into prosody-related, content, and speaker…

声音 · 计算机科学 2023-09-14 Xiaoxiao Miao , Xin Wang , Erica Cooper , Junichi Yamagishi , Natalia Tomashenko

This paper presents SpecWav-Attack, an adversarial model for detecting speakers in anonymized speech. It leverages Wav2Vec2 for feature extraction and incorporates spectrogram resizing and incremental training for improved performance.…

声音 · 计算机科学 2025-05-16 Yuqi Li , Yuanzhong Zheng , Zhongtian Guo , Yaoxuan Wang , Jianjun Yin , Haojun Fei

In speech technologies, speaker's voice representation is used in many applications such as speech recognition, voice conversion, speech synthesis and, obviously, user authentication. Modern vocal representations of the speaker are based on…

音频与语音处理 · 电气工程与系统科学 2021-06-17 Paul-Gauthier Noé , Mohammad Mohammadamini , Driss Matrouf , Titouan Parcollet , Andreas Nautsch , Jean-François Bonastre

Deep Speech Enhancement Challenge is the 5th edition of deep noise suppression (DNS) challenges organized at ICASSP 2023 Signal Processing Grand Challenges. DNS challenges were organized during 2019-2023 to stimulate research in deep speech…

The Deep Noise Suppression (DNS) challenge is designed to foster innovation in the area of noise suppression to achieve superior perceptual speech quality. We recently organized a DNS challenge special session at INTERSPEECH 2020. We open…

音频与语音处理 · 电气工程与系统科学 2020-10-28 Chandan K A Reddy , Harishchandra Dubey , Vishak Gopal , Ross Cutler , Sebastian Braun , Hannes Gamper , Robert Aichner , Sriram Srinivasan

Given the increasing privacy concerns from identity theft and the re-identification of speakers through content in the speech field, this paper proposes a prompt-based speech generation pipeline that ensures dual anonymization of both…

声音 · 计算机科学 2025-07-11 Belinda Soh Hui Hui , Xiaoxiao Miao , Xin Wang

Speaker attribute perturbation offers a feasible approach to asynchronous voice anonymization by employing adversarially perturbed speech as anonymized output. In order to enhance the identity unlinkability among anonymized utterances from…

声音 · 计算机科学 2025-08-22 Liping Chen , Chenyang Guo , Rui Wang , Kong Aik Lee , Zhenhua Ling

Speaker verification (SV) provides billions of voice-enabled devices with access control, and ensures the security of voice-driven technologies. As a type of biometrics, it is necessary that SV is unbiased, with consistent and reliable…

音频与语音处理 · 电气工程与系统科学 2022-09-14 Wiebke Toussaint Hutiri , Lauriane Gorce , Aaron Yi Ding

Large Language Models (LLMs) are gaining increasing attention due to their exceptional performance across numerous tasks. As a result, the general public utilize them as an influential tool for boosting their productivity while natural…

密码学与安全 · 计算机科学 2023-06-16 Zhigang Kan , Linbo Qiao , Hao Yu , Liwen Peng , Yifu Gao , Dongsheng Li

Automatic Speaker Verification (ASV) system is a type of bio-metric authentication. It can be attacked by an intruder, who falsifies data in order to get access to protected information. Countermeasures (CM) are special algorithms that…

声音 · 计算机科学 2022-04-01 Petr Grinberg , Vladislav Shikhov

The rising trend of using voice as a means of interacting with smart devices has sparked worries over the protection of users' privacy and data security. These concerns have become more pressing, especially after the European Union's…

音频与语音处理 · 电气工程与系统科学 2023-09-19 Suhita Ghosh , Yamini Sinha , Ingo Siegert , Sebastian Stober

This paper describes speaker verification (SV) systems submitted by the SpeakIn team to the Task 1 and Task 2 of the Far-Field Speaker Verification Challenge 2022 (FFSVC2022). SV tasks of the challenge focus on the problem of fully…

声音 · 计算机科学 2022-09-26 Yu Zheng , Jinghan Peng , Yihao Chen , Yajun Zhang , Jialong Wang , Min Liu , Minqiang Xu