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Causal Debiasing for Unknown Bias in Histopathology - A Colon Cancer Use Case

2024-04-28

Abstract excerpt

Advancement of AI has opened new possibility for accurate diagnosis and prognosis using digital histopathology slides which not only saves hours of expert effort but also makes the estimation more standardized and accurate. However, preserving the AI model performance on the external sites is an extremely challenging problem in the histopathology domain which is primarily due to the difference in data acquisition...

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Literature Corpus work
416b16a8-5668-5671-b667-bf269209e847
DOI
10.1101/2024.04.25.24306407
Open publication

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Causal Debiasing for Unknown Bias in Histopathology - A Colon Cancer Use CaseDOI 10.1101/2024.04.25.24306407
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