Author

Shan-Wen Wang

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Preprint Aug 2026

Bridging the Gap between Labeled and Unlabeled Data via Unified Flow with Feature Memory Bank

Although semi-supervised semantic segmentation ($\text{S}^4$) utilizes abundant unlabeled data to reduce manual labeling burdens, independent training of labeled and unlabeled data causes the former to dominate, which severely degrades pseudo-label quality. To address this challenges, we propose a novel remote sensing...

Shan-Wen Wang, Xin Sun, Dan-Feng Hong et al. · 0 citations

#machine learning Preprint Oct 2026

KVE-KD: Key Visual Evidence-Guided Knowledge Distillation for Vision-Language Models

Knowledge distillation is crucial for deploying vision-language models on resource-constrained devices. However, existing methods typically impose uniform supervision across visual tokens or rely on static token selection, which confuses task-relevant cues with background noise and degrades cross-modal reasoning. To ad...

Jian-Bing Zhang, Xin Sun, Shan-Wen Wang et al. · 0 citations