Search Results for author: Jinzheng Zhao

Found 6 papers, 3 papers with code

A Robust Contrastive Alignment Method For Multi-Domain Text Classification

no code implementations26 Apr 2022 Xuefeng Li, Hao Lei, LiWen Wang, Guanting Dong, Jinzheng Zhao, Jiachi Liu, Weiran Xu, Chunyun Zhang

In this paper, we propose a robust contrastive alignment method to align text classification features of various domains in the same feature space by supervised contrastive learning.

Classification Contrastive Learning +1

Separate What You Describe: Language-Queried Audio Source Separation

1 code implementation28 Mar 2022 Xubo Liu, Haohe Liu, Qiuqiang Kong, Xinhao Mei, Jinzheng Zhao, Qiushi Huang, Mark D. Plumbley, Wenwu Wang

In this paper, we introduce the task of language-queried audio source separation (LASS), which aims to separate a target source from an audio mixture based on a natural language query of the target source (e. g., "a man tells a joke followed by people laughing").

Audio Source Separation

Conditional Sound Generation Using Neural Discrete Time-Frequency Representation Learning

1 code implementation21 Jul 2021 Xubo Liu, Turab Iqbal, Jinzheng Zhao, Qiushi Huang, Mark D. Plumbley, Wenwu Wang

We evaluate our approach on the UrbanSound8K dataset, compared to SampleRNN, with the performance metrics measuring the quality and diversity of generated sounds.

Music Generation Representation Learning +1

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