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eess.IV2023★ 1 cited
ContriMix: Scalable stain color augmentation for domain generalization without domain labels in digital pathology
Tan H. Nguyen, Dinkar Juyal, Jin Li +10
Differences in staining and imaging procedures can cause significant color variations in histopathology images, leading to poor generalization when deploying deep-learning models t…
eess.IV2022
Multi stain graph fusion for multimodal integration in pathology
Chaitanya Dwivedi, Shima Nofallah, Maryam Pouryahya +8
In pathology, tissue samples are assessed using multiple staining techniques to enhance contrast in unique histologic features. In this paper, we introduce a multimodal CNN-GNN bas…