Multi-teacher contrastive distillation (MuCoDi) compresses Virchow2/UNI2/H-Optimus-1 into edge encoders that reach 71.0% external AUROC (vs 71.8% best teacher) and up to 605× Raspberry Pi speedup.
Nature Protocols 20, 293–316 (2025)
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Multi-Teacher Contrastive Distillation for Edge-Efficient Pathology Foundation Models
Multi-teacher contrastive distillation (MuCoDi) compresses Virchow2/UNI2/H-Optimus-1 into edge encoders that reach 71.0% external AUROC (vs 71.8% best teacher) and up to 605× Raspberry Pi speedup.