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cs.CV2026
Unsupervised Learning of Cell Instances with Generative Routing Pyramids
Ziwen Liu, Martin Weigert
Identifying and representing object instances such as cells or nuclei is a common task in microscopy image analysis. Established machine learning workflows typically use supervised…
cs.CV2024★ 3 cited
DynaCLR: Contrastive Learning of Cellular Dynamics with Temporal Regularization
Eduardo Hirata-Miyasaki, Soorya Pradeep, Ziwen Liu +10
We report DynaCLR, a self-supervised method for embedding cell and organelle Dynamics via Contrastive Learning of Representations of time-lapse images. DynaCLR integrates single-ce…