Why it matters

Object detection serving powers vision apps. YOLO for speed; DETR for accuracy.

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The architecture

Image → backbone → detection head → boxes.

NMS post-process.

Object detection servingBackbonefeature extractDetection headboxes + classesNMSpost-processYOLO v8-v11 real-time; DETR family higher accuracy; NMS post-process
Object detection serving.
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How it works end to end

YOLO v8-v11.

DETR / RT-DETR.

NMS post-process.