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# CM4AI-DREAM training data
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CM4AI-DREAM provides fluorescence microscopy training data for
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The HPA images
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Protein sequences come from Ensembl release 109.
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## Maintainer
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Published by the Lundberg Lab for the CM4AI-DREAM challenge. Report dataset questions through this repository's Community tab.
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# CM4AI-DREAM training data
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CM4AI-DREAM provides fluorescence microscopy training data for machine learning model training, such as development of generative ML tools that simulate protein staining.
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Reference marker staining images (DNA, Microtubules, ER), cell-line information, target protein identifiers and protein sequences provide context for the observed protein stain.
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The HPA images have been derived from Human Protein Atlas version 25. The KOLF images were generated by the Cell Maps for Artificial Intelligence (CM4AI) project in KOLF2.1J human induced pluripotent stem cells. Each image is a 512 × 512 pixel crop centered on a target cell, spanning approximately 48.2 × 48.2 μm (0.0942 μm per pixel). Crops can also contain neighboring cells.
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Protein sequences come from Ensembl release 109.
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## Maintainer
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Published by the Lundberg Lab for the [CM4AI-DREAM challenge](synapse.org/CM4AI_DREAM). Report dataset questions through this repository's Community tab.
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