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Paper · arXiv

From Division to Decision: Leveraging Temporal Cell-Stage Segmentation for Embryo Transferability Prediction

Accurate selection of bovine embryos is a challenging task, as current practice relies on a single expert assessment on the seventh day after insemination, resulting in high rates of pregnancy loss. Time-lapse videomicroscopy provides detailed information on early development, but is difficult to exploit because of complex motion patterns and time-consuming analysis. We propose TransFACT, a transformer-based framework for modeling early developmental stages and embryo transferability using 2D time-lapse videos from the first four days of development. TransFACT combines frame-level temporal features with stage-level representations, using developmental stages as auxiliary supervision to pr...

AuthorsYasmine Hachani, Patrick Bouthemy, Elisa Fromont et al.
Primary categoryeess.IV
Published18 May 2026
Last updated at source18 May 2026
eess.IVcs.CVcs.LGq-bio.QM
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