A CLIP-style distillation from microscopy to transcriptomics, combined with a perturbation-embedding augmentation, improves biological relationship recall on out-of-distribution datasets while preserving interpretability.
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A Cross Modal Knowledge Distillation & Data Augmentation Recipe for Improving Transcriptomics Representations through Morphological Features
A CLIP-style distillation from microscopy to transcriptomics, combined with a perturbation-embedding augmentation, improves biological relationship recall on out-of-distribution datasets while preserving interpretability.