Training-free framework that converts SAM3 into a real-time multi-class open-vocabulary detector. Achieves 55.8 AP on COCO val2017 (80 classes) at 15.8 FPS (4 classes, 1008px) on a single RTX 4080.

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Just as embryos develop into complex forms, single cells also form complicated structures, but much less is known about pattern formation in cells. We used a single-celled organism, Stentor, to ask ...