Domain Generalization

Building Robust AI Solutions for Whole Slide Images

Building Robust AI Solutions for Whole Slide Images

A great deal of focus in the pathology AI world is placed on creating models.

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5 Ways to Make Histopathology Image Models More Robust to Domain Shifts

5 Ways to Make Histopathology Image Models More Robust to Domain Shifts

Exploring a variety of approaches: stain normalization, color augmentation, adversarial domain adaptation, model adaptation, and finetuning One of the largest challenges in histopathology image analysis is creating models that are robust to the variations across different labs and imaging systems.

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