Enhancing Generalization in Audio Deepfake Detection: A Neural Collapse based Sampling and Training Approach.
Mohammed YousifJonat John MathewHuzaifa PallanAgamjeet Singh PaddaSyed Daniyal ShahSara AdamskiMadhu ReddiboinaArjun PankajakshanPublished in: CoRR (2024)
Keyphrases
- neural network
- automatic detection
- object detection
- multimedia
- detection method
- training set
- detection algorithm
- detection rate
- random sampling
- false alarms
- network architecture
- discriminative classifiers
- low level
- monte carlo
- soccer video
- detection accuracy
- associative memory
- bootstrap sampling
- continuous wavelet transform
- sampling methods
- learning machines
- supervised learning
- parameter space
- training examples
- anomaly detection
- signal processing