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SOTA
Audio-Tiefenfake-Erkennung
Audio Deepfake Detection On Asvspoof 2021
Audio Deepfake Detection On Asvspoof 2021
Metriken
21DF EER
21LA EER
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
21DF EER
21LA EER
Paper Title
RawNet-2
40.06
40.07
End-to-end anti-spoofing with RawNet2
RawGAT-ST
23.26
10.25
End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection
AASIST
21.07
11.46
AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networks
XLSR+AASIST
3.69
1.0
Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation
TCM-Add
2.14
2.99
Temporal-Channel Modeling in Multi-head Self-Attention for Synthetic Speech Detection
XLSR+SLS
1.96
2.86
Audio Deepfake Detection with Self-Supervised XLS-R and SLS Classifier
XLSR-Mamba
1.88
0.93
XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection
BTS-E
/
8.75
Bts-e: Audio deepfake detection using breathing-talking-silence encoder
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