IRS uses anatomical relationships between old and new classes to guide knowledge distillation in a prompt-driven mixture-of-experts network, improving class-incremental segmentation of kidney pathology compared to baselines.
Omni-seg: A scale-aware dynamic 10 IEEE TRANSACTIONS ON MEDICAL IMAGING, VOL. XX, NO. XX, XXXX 2025 network for renal pathological image segmentation,
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IRS: Incremental Relationship-guided Segmentation for Digital Pathology
IRS uses anatomical relationships between old and new classes to guide knowledge distillation in a prompt-driven mixture-of-experts network, improving class-incremental segmentation of kidney pathology compared to baselines.