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洞見 - Stain Color Augmentation
ContriMix: Scalable Stain Color Augmentation for Domain Generalization in Digital Pathology
ContriMix introduces a domain label-free stain color augmentation method based on DRIT++, enhancing model performance in digital pathology. By leveraging sample stain color variation and random mixing, ContriMix generates synthetic images to improve classifier performance.
ContriMix: Scalable Stain Color Augmentation for Domain Generalization in Digital Pathology
ContriMix is a novel domain label-free stain color augmentation method that outperforms competing methods on the Camelyon17-WILDS dataset, improving model performance and generalization in digital pathology.
ContriMix: Scalable Stain Color Augmentation for Domain Generalization in Digital Pathology
ContriMix introduces a domain label-free stain color augmentation method for digital pathology, outperforming existing methods on the Camelyon17-WILDS dataset.
