Author

Deepak Kumar

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Review Open access 2026

Voice Cloning: A Survey of Zero-Shot and Controllable Speech Synthesis

This survey examines zero-shot voice cloning through the linked views of representation, generation, control, and deployment, and identifies open problems in benchmark standardization, speaker-similarity assessment, multilingual low-resource performance, preference-aligned synthesis, and secure real-world use.

Niraj Kumar Tiwari, Deepak Kumar, Asif Ekbal · IEEE Access · 0 citations