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Author

Dengdi Sun

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Aug 2026

GLNet: global-to-local aware hybrid framework for medical image segmentation

GLNet adopts a dual-branch encoder that combines a CNN-based Local Detail Perception Branch with a Mamba-based Global Context Modeling Branch, enabling the joint extraction of fine-grained local features and long-range semantic representations.

Dengdi Sun, Long-Long Liu, Xiao-Wei Zhao et al. · 0 citations
Open access Jul 2026

Visual–Label Alignment and Attribute-Aware Prompt for Multi-Label Image Recognition with Partial Labels

A novel MLIR-PL model with Visual–Label Alignment and Attribute-Aware Prompt and Attribute-Aware Prompt, which sufficiently harnesses the capabilities of large-scale pre-trained vision-language models is proposed, achieving the best performance comprehensively.

Dengdi Sun, Hongxing Xie, Zhenbin Cai et al. · 0 citations
Open access Aug 2026

Bidirectional uncertainty-aware region learning for semi-supervised medical image segmentation.

This work proposes a bidirectional uncertainty-aware region learning strategy to fully utilize the precise supervision provided by labeled data and stabilize the training of unlabeled data in semi-supervised medical image segmentation.

Shiwei Zhou, Xin Liu, Haifeng Zhao et al. · 0 citations

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