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  Pairs of real 3D-flow brightfield captures for the same cells, to quantify rotation invariance.
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  Description:
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- Image Pairs consists of 2,000 cells imaged in the Deepcell REM-I microfluidic flow system (85 % Jurkat, 10 % CAOV3, 5 % MNT-1). Each pair shares cell identity but differs in 3D orientation and focal effects. This dataset measures embedding robustness under true rotation and imaging variability. Some frames include debris; no manual filtering has been applied to preserve realistic noise.
 
 
 
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  Pairs of real 3D-flow brightfield captures for the same cells, to quantify rotation invariance.
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  Description:
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+ Image Pairs consists of 2,000 cells imaged in the Deepcell REM-I microfluidic flow system (85 % Jurkat, 10 % CAOV3, 5 % MNT-1). Each pair shares cell identity but differs in 3D orientation and focal effects. This dataset measures embedding robustness under true rotation and imaging variability. Some frames include debris; no manual filtering has been applied to preserve realistic noise.
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+ The ZIP files contain the generated images in PNG format, the Parquet files contain the HFM, ImageNet and CellProfiler embeddings for those images.