3 papers
cs.SD2024
Two-Path GMM-ResNet and GMM-SENet for ASV Spoofing Detection
Zhenchun Lei, Hui Yan, Changhong Liu +2
The automatic speaker verification system is sometimes vulnerable to various spoofing attacks. The 2-class Gaussian Mixture Model classifier for genuine and spoofed speech is usual…
cs.SD2024
GMM-ResNext: Combining Generative and Discriminative Models for Speaker Verification
Hui Yan, Zhenchun Lei, Changhong Liu +1
With the development of deep learning, many different network architectures have been explored in speaker verification. However, most network architectures rely on a single deep le…
cs.SD2024
GMM-ResNet2: Ensemble of Group ResNet Networks for Synthetic Speech Detection
Zhenchun Lei, Hui Yan, Changhong Liu +2
Deep learning models are widely used for speaker recognition and spoofing speech detection. We propose the GMM-ResNet2 for synthesis speech detection. Compared with the previous GM…