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Yongwei Gao

2 accepted papers

2021

An Hrnet-Blstm Model With Two-Stage Training For Singing Melody Extraction

ICASSP 2021accepted

Well-labeled datasets available for melody extraction are scarce, which limits the further advancement of deep learning based methods. To overcome this problem, we propose to use a pitch refinement method to refine the semitone-level pitch sequences decoded from massive melody MIDI files to generate…

Cited by 0SourceScholar
2019

Vocal Melody Extraction via DNN-based Pitch Estimation and Salience-based Pitch Refinement

ICASSP 2019accepted

Data-driven methods for melody extraction from polyphonic music generally require large amounts of labeled data for model training. However, musical data with annotations of melody fundamental frequency (F0) are rare and hard to obtain. To overcome this limitation, in this paper we propose to use me…

Cited by 0SourceScholar