Registered multi-device/staining histology image dataset for domain-agnostic machine learning models
Abstract Variations in color and texture of histopathology images are caused by differences in staining conditions and imaging devices between hospitals. These biases decrease the robustness of machine learning models exposed to out-of-domain data. To address this issue, we introduce a comprehensive...
Main Authors: | , , , , , , , , , |
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Format: | Article |
Language: | English |
Published: |
Nature Portfolio
2024-04-01
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Series: | Scientific Data |
Online Access: | https://doi.org/10.1038/s41597-024-03122-5 |