Articles: Domain Generalization

Pathology AI Pitfalls: Top 10 Challenges in Applying Computer Vision to Histopathology

Pathology AI Pitfalls: Top 10 Challenges in Applying Computer Vision to Histopathology

Common challenges in machine learning for pathology.

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Building Robust AI Solutions for Whole Slide Images

Building Robust AI Solutions for Whole Slide Images

Some of the key components for robust models: quality control, generalizable, and properly validated.

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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.

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