Jul 2026
Time-Frequency Consistency Learning for Robust Speech Deepfake Detection
A Time-Frequency Consistency Learning (TFCL) framework is proposed, which aims to learn invariant spoofing representations that remain stable before and after AFE processing, and effectively mitigates the performance degradation caused by AFE processing.
Jun Xue, Zhuo-Lin Yi, Yan-Zhen Ren et al.
· arXiv.org · 0 citations