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Zhiqun Pan

2 accepted papers

2024

Mitigating Optimization Conflict in Domain Adversarial Neural Network via Uncertainty-Aware

ICASSP 2024accepted

In prior studies, domain adversarial neural networks (DANNs) are used to align image-level features regardless of foreground and background. However, the conventional discriminator in DANNs may leads the feature extractor to disregard cross-domain features rather than aligning them. This phenomenon…

Cited by 0SourceScholar
2023

LDTSF: A Label-Decoupling Teacher-Student Framework for Semi-Supervised Echocardiography Segmentation

ICASSP 2023accepted

The accurate segmentation of the right and left ventricles with limited labeled data is a challenging task in echocardiographic data analysis. To fully leverage the easily accessible unlabeled data, we propose a label-decoupling teacher-student framework (LDTSF) based on semi-supervised learning. Sp…

Cited by 0SourceScholar