ReMASC: Realistic Replay Attack Corpus for Voice Controlled Systems
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Abstract (arXiv)
This paper introduces a new database of voice recordings with the goal of supporting research on vulnerabilities and protection of voice-controlled systems (VCSs). In contrast to prior efforts, the proposed database contains both genuine voice commands and replayed recordings of such commands, collected in realistic VCSs usage scenarios and using modern voice assistant development kits. Specifically, the database contains recordings from four systems (each with a different microphone array) in a variety of environmental conditions with different forms of background noise and relative positions between speaker and device. To the best of our knowledge, this is the first publicly available database that has been specifically designed for the protection of state-of-the-art voice-controlled systems against various replay attacks in various conditions and environments.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Apr 2019.
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Citing papers per year: 2021: 3; 2022: 1; 2023: 0; 2024: 0; 2025: 0; 2026: 3.
7 papers.
- 2021Data Quality as Predictor of Voice Anti-Spoofing Generalizationcited by 6
- 2022Deepfake: Definitions, Performance Metrics and Standards, Datasets and Benchmarks, and a Meta-Reviewcited by 6
- 2021Online Adversarial Attackscited by 3
- 2026Alethia: A Foundational Encoder for Voice Deepfakescited by 1
- 2021Practical Speech Re-use Prevention in Voice-driven Servicescited by 0
- 2026Multi-Channel Replay Speech Detection using Acoustic Mapscited by 0
- 2026A survey of AI-generated voices and their detectioncited by 0
- 2026A survey of AI-generated voices and their detection15 Aug 2026
- 2026Alethia: A Foundational Encoder for Voice Deepfakes30 Apr 2026
- 2026Multi-Channel Replay Speech Detection using Acoustic Maps18 Feb 2026
- 2022Deepfake: Definitions, Performance Metrics and Standards, Datasets and Benchmarks, and a Meta-Review21 Aug 2022
- 2021Data Quality as Predictor of Voice Anti-Spoofing Generalization26 Mar 2021
- 2021Online Adversarial Attacks2 Mar 2021
- 2021Practical Speech Re-use Prevention in Voice-driven Services12 Jan 2021