← Search

Hongrui Zhang

3 accepted papers

2025

FR²Seg: Continual Segmentation Across Multiple Sites via Fourier Style Replay and Adaptive Consistency Regularization

AAAI 2025technical

In clinical imaging, medical segmentation networks typically require continually adapting to new data from multiple sites over time, as aggregating all data for learning at once can be impractical due to storage limitations and privacy concerns. However, existing methods basically overlook domain-s…

2025

Gnothi Seauton: Empowering Faithful Self-Interpretability in Black-Box Transformers

ICLR 2025poster

The debate between self-interpretable models and post-hoc explanations for black-box models is central to Explainable AI (XAI). Self-interpretable models, such as concept-based networks, offer insights by connecting decisions to human-understandable concepts but often struggle with performance and s…

Cited by 0SourcePDFScholar