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No modality left behind: Adapting to missing modalities via knowledge distillation for brain tumor segmentation
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DOI：10.1016/j.media.2026.104108.png)
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Abstract
En 中文
• Style matching with adversarial alignment boosts robustness without key modalities. • Modality-specific adapters strengthen weak inputs for balanced segmentation results. • Lesion-aware priors reduce false positives and improve cross-modal consistency. • Ranks top in benchmark for missing-modality brain tumor segmentation performance.
Keywords:
Adversarial alignment
Modality-specific adapters
Lesion-aware priors
Knowledge distillation
Brain tumor segmentation
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