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This paper presents the CUHK-EE voice cloning system for ICASSP 2021 M2VoCchallenge. The challenge provides two Mandarin speech corpora: the AIShell-3corpus of 218 speakers with noise and reverberation and the MST corpusincluding high-quality speech of one male and one female speakers. 100 and 5utterances of 3 target speakers in different voice and style are provided intrack 1 and 2 respectively, and the participants are required to synthesizespeech in target speaker's voice and style. We take part in the track 1 andcarry out voice cloning based on 100 utterances of target speakers. Anend-to-end voicing cloning system is developed to accomplish the task, whichincludes: 1. a text and speech front-end module with the help of forcedalignment, 2. an acoustic model combining Tacotron2 and DurIAN to predictmelspectrogram, 3. a Hifigan vocoder for waveform generation. Our systemcomprises three stages: multi-speaker training stage, target speaker adaptionstage and target speaker synthesis stage. Our team is identified as T17. Thesubjective evaluation results provided by the challenge organizer demonstratethe effectiveness of our system. Audio samples are available at our demo page:https://daxintan-cuhk.github.io/CUHK-EE-system-M2VoC-challenge/ .

CUHK-EE Voice Cloning System for ICASSP 2021 M2VoC Challenge