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MBDANet: a multi-scale balanced dynamic alignment detection network based on knowledge distillation for small objects.

Sci Rep · 2026 · PMC13342500 · PMID 42098296

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Finally, after introducing the knowledge distillation strategy, the activation intensity at the defect centers is further enhanced while the background remains clean, presenting an overall trend of attention gradually shifting from scattered to precise focusing.

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