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Erlei Zhang

3 accepted papers

2025

ChannelMixer: A Hybrid CNN-Transformer Framework for Enhanced Multivariate Long-Term Time Series Forecasting

ICASSP 2025accepted

Multivariate long-term time series forecasting is a challenging task, that analyzes historical data across multiple variables to predict future data. To solve this problem, we proposed a new ChannelMixer model that combines channel dependency and channel independency learning strategies. In channel…

Cited by 0SourceScholar
2025

MDDNet: Multilevel Difference-Enhanced Denoise Network for Unsupervised Change Detection in SAR Images

ICASSP 2025accepted

Change detection in synthetic aperture radar (SAR) images is a hot yet highly challenging task in remote sensing. Existing unsupervised SAR change detection methods often struggle with inherent speckle noise and insufficiently utilize pseudo-labels, particularly neglecting uncertain areas. In this p…

Cited by 0SourceScholar
2024

Breast Ultrasound Computer-Aided Diagnosis Using Structure-Aware Triplet Path Networks

ICASSP 2024accepted

Breast ultrasound (BUS) is an effective imaging modality for breast cancer diagnosis. The structural characteristics of breast lesions play an important role in computer-aided diagnosis. In this paper, a novel structure-aware triplet path network (SATPN) was designed to integrate classification and…

Cited by 0SourceScholar