Efficient Personalized Speech Enhancement Through Self-Supervised Learning

Keyphrases

• Speech Enhancement 100%
• Personalization 100%
• Self-supervised Learning 100%
• Clear Speech 60%
• Target Speaker 40%
• Zero-shot 40%
• Self-supervised Learning Methods 40%
• Transfer Learning 20%
• Computational Complexity 20%
• Optimal Performance 20%
• Purification Process 20%
• Loss Function 20%
• In the Wild 20%
• Learning Mechanisms 20%
• Learning Task 20%
• Data Purification 20%
• Unlabeled Data 20%
• Speech Features 20%
• No-clean 20%
• Clean Data 20%
• Recording Conditions 20%
• Few-shot 20%
• Monaural 20%
• Speech in Noise 20%
• Personalized Model 20%
• Present Self 20%
• Self-supervision 20%
• Pretext Task 20%
• Few-shot Learning 20%
• Contrastive Learning 20%
• Learning from Unlabeled Data 20%
• Enhancement Model 20%

Computer Science

• Speech Enhancement 100%
• Self-Supervised Learning 100%
• Unlabeled Data 50%
• Computational Complexity 25%
• Optimal Performance 25%
• Learning Mechanism 25%
• Transfer Learning 25%
• Contrastive Learning 25%
• Few-Shot Learning 25%