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Valentina Boeva

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Preprint Aug 2026

DistillPath: An Efficient 22M Distilled Pathology Encoder Approaching Large Foundation Model Performance

Many high-performing pathology tile encoders are now foundation models with hundreds of millions to over a billion parameters. Encoding and storing the thousands of tiles in each whole-slide image with such models is costly on commodity hardware, so compact encoders that retain useful downstream performance are a valua...

Ramon Kaspar, Andrey Ignatov, Valentina Boeva · 0 citations

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