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Changhong Liu

3 accepted papers

2024

GMM-ResNet2: Ensemble of Group Resnet Networks for Synthetic Speech Detection

ICASSP 2024accepted

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 GMM-ResNet model, GMM-ResNet2 has four improvements. Firstly, the different order GMMs have different capabilities to form…

Cited by 0SourceScholar
2024

Gmm-Resnext: Combining Generative and Discriminative Models for Speaker Verification

ICASSP 2024accepted

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 learning architecture, and hybrid networks combining different architectures have been little studied in ASV task. In this…

Cited by 0SourceScholar
2022

Two-Path GMM-ResNet and GMM-SENet for ASV Spoofing Detection

ICASSP 2022accepted

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 usually used as the baseline for spoofing detection. However, the GMM classifier does not separately consider the scores of f…

Cited by 0SourceScholar