SynSFX provides a multi-generator sound-effect deepfake corpus showing speech detectors fail, joint training mitigates forgetting, but generalization to unseen generators remains poor due to artifact overfitting.
Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,
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SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation
SynSFX provides a multi-generator sound-effect deepfake corpus showing speech detectors fail, joint training mitigates forgetting, but generalization to unseen generators remains poor due to artifact overfitting.