SVDD Challenge 2024: A Singing Voice Deepfake Detection Challenge Evaluation Plan
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Abstract (arXiv)
The rapid advancement of AI-generated singing voices, which now closely mimic natural human singing and align seamlessly with musical scores, has led to heightened concerns for artists and the music industry. Unlike spoken voice, singing voice presents unique challenges due to its musical nature and the presence of strong background music, making singing voice deepfake detection (SVDD) a specialized field requiring focused attention. To promote SVDD research, we recently proposed the "SVDD Challenge," the very first research challenge focusing on SVDD for lab-controlled and in-the-wild bonafide and deepfake singing voice recordings. The challenge will be held in conjunction with the 2024 IEEE Spoken Language Technology Workshop (SLT 2024).
Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). Builds on 21 of its 34 references that are in the map. First posted on arXiv 8 May 2024.
Builds on
21 of 34 references.
References · 21
- 2019Common Voice: A Massively-Multilingual Speech Corpuscited by 1,358
- 2019LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speechcited by 639
- 2019Libri-Light: A Benchmark for ASR with Limited or No Supervisioncited by 462
- 2021AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networkscited by 173
- 2021DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanismcited by 154
- 2022Does Audio Deepfake Detection Generalize?cited by 129
- 2022ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wildcited by 118
- 2021WaveFake: A Data Set to Facilitate Audio Deepfake Detectioncited by 78
- 2021Hi-Fi Multi-Speaker English TTS Datasetcited by 60
- 2021Multi-Singer: Fast Multi-Singer Singing Voice Vocoder With A Large-Scale Corpuscited by 60
- 2022Opencpop: A High-Quality Open Source Chinese Popular Song Corpus for Singing Voice Synthesiscited by 53
- 2023SingFake: Singing Voice Deepfake Detectioncited by 21
9 more
- 2020JVS-MuSiC: Japanese multispeaker singing-voice corpuscited by 14
- 2021A cappella: Audio-visual Singing Voice Separationcited by 12
- 2023FSD: An Initial Chinese Dataset for Fake Song Detectioncited by 12
- 2022Muskits: an End-to-End Music Processing Toolkit for Singing Voice Synthesiscited by 10
- 2020PJS: phoneme-balanced Japanese singing voice corpuscited by 7
- 2021Audiovisual Singing Voice Separationcited by 3
- 2022NNSVS: A Neural Network-Based Singing Voice Synthesis Toolkitcited by 3
- 2023A Comparative Study of Voice Conversion Models with Large-Scale Speech and Singing Data: The T13 Systems for the Singing Voice Conversion Challenge 2023cited by 2
- 2024Avoiding an AI-imposed Taylor's Version of all music historycited by 2
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Citing papers per year: 2024: 2.
2 papers.