Search Results for author: Xuan Shi

Found 4 papers, 1 papers with code

A Review of Speech-centric Trustworthy Machine Learning: Privacy, Safety, and Fairness

no code implementations18 Dec 2022 Tiantian Feng, Rajat Hebbar, Nicholas Mehlman, Xuan Shi, Aditya Kommineni, and Shrikanth Narayanan

Speech-centric machine learning systems have revolutionized many leading domains ranging from transportation and healthcare to education and defense, profoundly changing how people live, work, and interact with each other.

Fairness

Use of speaker recognition approaches for learning and evaluating embedding representations of musical instrument sounds

1 code implementation24 Jul 2021 Xuan Shi, Erica Cooper, Junichi Yamagishi

Constructing an embedding space for musical instrument sounds that can meaningfully represent new and unseen instruments is important for downstream music generation tasks such as multi-instrument synthesis and timbre transfer.

Data Augmentation Instrument Recognition +4

RepGN:Object Detection with Relational Proposal Graph Network

no code implementations18 Apr 2019 Xingjian Du, Xuan Shi, Risheng Huang

Region based object detectors achieve the state-of-the-art performance, but few consider to model the relation of proposals.

General Classification Graph Learning +4

End-to-End Model for Speech Enhancement by Consistent Spectrogram Masking

no code implementations2 Jan 2019 Xingjian Du, Mengyao Zhu, Xuan Shi, Xinpeng Zhang, Wen Zhang, Jingdong Chen

The experiments comparing ourCSM based end-to-end model with other methods are conductedto confirm that the CSM accelerate the model training andhave significant improvements in speech quality.

Speech Enhancement

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