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YOLO26 from Ultralytics detects 80 COCO classes with five size variants, trading speed for accuracy. It uses anchor-free architecture and requires tuning confidence and IoU thresholds. Nano and small variants run on edge devices for real-time surveillance, while larger variants offer higher accuracy.
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