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Genetic Insights of Image-Based Traits: Analysis Pipeline for AI-based Phenotyping, Combined-GWAS, and Federated Learning with Application to the Human Face

2025-08-03

Abstract excerpt

Image-derived phenotypes - traits extracted from biological images - capture rich morphological information and understanding their genetic basis is crucial for elucidating developmental mechanisms and linking genetic variation to complex visual traits, relevant in many areas of biomedical, evolutionary, and forensic research and applications. However, there are key limitations in the current methodology, such as...

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Literature Corpus work
838993f5-3633-54b7-bf58-64fd9f8c5e6b
DOI
10.1101/2025.08.03.668352
Open publication

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Genetic Insights of Image-Based Traits: Analysis Pipeline for AI-based Phenotyping, Combined-GWAS, and Federated Learning with Application to the Human FaceDOI 10.1101/2025.08.03.668352
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