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Ya-Rong Liu

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Open access Sep 2026

Improving Parameter-Efficient Medical Image Classification with Lesion-Aware Hierarchical Knowledge Distillation

Compact deep models are attractive for medical image classification, but conventional knowledge distillation mainly transfers class-level predictions and may not adequately preserve lesion-relevant spatial cues. To address this limitation, we propose LaHKD, a lesion-aware hierarchical knowledge distillation framework f...

Ya-Rong Liu, Run-Mei Xie, Xiao-Lan Xie et al. · 0 citations

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