Haiqiang Chen

AVAE: Adversarial Neural Network for Self-representation in One Class Classification

2019

To address the bottleneck of machine learning algorithms in one class classification(OCC), we present an end-to-end deep learning model for OCC. The basic idea is that our model is divided into two parts, reconstructor and …

A star modulation network for wireless image semantic transmission

2025 · Scientific Reports

In recent years, semantic communication based on deep joint source-channel coding (DEEPJSCC) has been demonstrated and widely investigated. However, existing DEEPJSCC schemes suffer from low efficiency in mining latent semantic representations, as well as large …