Search Results for author: Yunjie Zhu

Found 3 papers, 2 papers with code

A Unified Framework for Generative Data Augmentation: A Comprehensive Survey

no code implementations30 Sep 2023 Yunhao Chen, Zihui Yan, Yunjie Zhu

Generative data augmentation (GDA) has emerged as a promising technique to alleviate data scarcity in machine learning applications.

Data Augmentation Synthetic Data Generation

Adaptive Growth: Real-time CNN Layer Expansion

1 code implementation6 Sep 2023 Yunjie Zhu, Yunhao Chen

Deep Neural Networks (DNNs) have shown unparalleled achievements in numerous applications, reflecting their proficiency in managing vast data sets.

Transfer Learning

Effective Audio Classification Network Based on Paired Inverse Pyramid Structure and Dense MLP Block

1 code implementation5 Nov 2022 Yunhao Chen, Yunjie Zhu, Zihui Yan, Yifan Huang, Zhen Ren, Jianlu Shen, Lifang Chen

Recently, massive architectures based on Convolutional Neural Network (CNN) and self-attention mechanisms have become necessary for audio classification.

Data Augmentation Environmental Sound Classification +3

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