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cs.CV2026
Same Encoder, Different Winner: A Paired-View Framework for Cell Painting Encoder Evaluation
Tim Treis, Nikita Moshkov, Johan Fredin Haslum +2
Vision encoders for Cell Painting are typically ranked by a single evaluation, commonly replicate mean average precision (mAP). We introduce CP-BG-Bench, a paired-view evaluation f…
q-bio.QM2026
JUMP-lite: Compact, reproducible benchmarking of cell representations
Alán F. Muñoz, Johan Fredin Haslum, Runxi Shen +2
Image-based profiling captures rich phenotypic signatures for drug discovery and functional genomics. Large public datasets like JUMP Cell Painting now provide millions of images f…