Conditional Layer Normalization with continuous magnification training lets one CNN handle arbitrary pixel sizes in histopathology, matching or exceeding a five-model ensemble on PANDA.
https://kaggle.com/competitions/prostate-cancer-grade-assessment (2020), kaggle
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One Model to Magnify Them All: Efficient Scale-Invariant Histopathology via Conditional Normalization and Continuous Magnification Training
Conditional Layer Normalization with continuous magnification training lets one CNN handle arbitrary pixel sizes in histopathology, matching or exceeding a five-model ensemble on PANDA.