CAPTURING CELL HETEROGENEITY IN REPRESENTATIONS OF CELL POPULATIONS FOR IMAGE-BASED PROFILING USING CONTRASTIVE LEARNING.

Capturing cell heterogeneity in representations of cell populations for image-based profiling using contrastive learning.

Image-based cell profiling is a powerful tool that compares perturbed cell populations by measuring thousands of single-cell features and summarizing them into profiles.Typically a sample is represented by averaging across cells, but this fails to capture the heterogeneity within Supplies cell populations.We introduce CytoSummaryNet: a Deep Sets-ba

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Green forage yield and yield components of five oilseed rape genotypes (Brassica napus L.) in response to sowing date and harvest stage

Five oilseed rape genotypes were tested at three sowing dates and harvested at two developmental phases to determine their effects on green Bar Cart forage yield and yield components during 2013/14 growing season.The highest density of canopy was observed at the third sowing date (86 - 157 plants/m2 ).Among five genotypes, AbaKus formed the most pl

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