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Author

Le-Yuan Fang

2 papers indexed here

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Aug 2026

Dual-Level Domain Alignment Meets Fine-Grained Contrast: Advancing Cross-Scene Few-Shot Hyperspectral Image Classification

In hyperspectral image classification, existing cross-domain few-shot learning (CDFSL) approaches primarily focus on feature-level adaptation yet often neglect distribution-level shifts, which restricts the model’s transferability across different domains. This limitation is further exacerbated in challenging environme...

Qi Sun, Wuli Wang, Hong-Quan Xin et al. · 0 citations
Sep 2026

MedCure: Medical Data Curation for Efficient Vision–Language Pretraining

Medical foundation models (FMs) typically rely on contrastive vision-language pretraining over large-scale datasets, yet such datasets often exhibit substantial heterogeneity in data quality and demand extensive computational resources. Recent studies suggest that data quality matters more than data quantity, but how t...

Chong Wang, Feng-Bei Liu, Yu-Yuan Liu et al. · 0 citations

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