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.

This flow is all connected in a single line. Moreover, it has become “the very front line of how we work in 2026”. all of which directly connect to “app development UI/UX.” That is why Yoko-san's ...