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Author

Tao Chen

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Open access Sep 2026

Anti-Forgetting Adaptive Teacher-Driven Knowledge Distillation for Medical Image Classification

Deep neural networks (DNNs) have achieved remarkable success in medical image classification, yet their performance remains sensitive to dataset size. Knowledge distillation (KD) alleviates this issue by transferring knowledge from a high-capacity teacher to a lightweight student. However, conventional KD relies on a s...

Tao Chen, Chuan Zhou, Yi-Fan Wang et al. · 0 citations
Open access Sep 2026

Selective Confidence-Guided Projection-Based Encoding for Medical Image Classification

Selective Confidence-guided Projection-based Encoding (SCOPE) is proposed, a conflict-aware KD framework comprising Selective Relation Alignment (SRA) and Gradient Conflict Resolution (GCR), which demonstrates competitive predictive performance, improved training stability, and low computational overhead.

Tao Chen, Chuan Zhou, Yi-Fan Wang et al. · 0 citations

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