[ONNXRuntime] ONNX 모델 CPU, GPU 결과 차이 기록

https://github.com/developer0hye/onnxruntime-cuda-cpp-example/blob/main/examples/dynamic_batch_yolov8.cpp

 

 

테스트 모델: YOLOv8n

 

Class Score 가 0.25 이상인 바운딩 박스만 출력

 

CPU

Output size: 6
x1: 0.0581711 y1: 254.459 x2: 32.5574 y2: 324.874 score: 0.255069 class_id: 11 class_name: stopsign
x1: 19.2957 y1: 230.079 x2: 793.328 y2: 756.118 score: 0.870351 class_id: 5 class_name: bus
x1: 669.096 y1: 393.621 x2: 809.156 y2: 878.677 score: 0.870302 class_id: 0 class_name: person
x1: 48.55 y1: 398.548 x2: 245.342 y2: 902.711 score: 0.865661 class_id: 0 class_name: person
x1: 221.518 y1: 405.808 x2: 344.99 y2: 857.546 score: 0.826777 class_id: 0 class_name: person
x1: 0 y1: 550.525 x2: 63.007 y2: 873.443 score: 0.261115 class_id: 0 class_name: person
Output size: 3
x1: 434.238 y1: 436.052 x2: 520.97 y2: 715.342 score: 0.359508 class_id: 27 class_name: tie
x1: 749.103 y1: 40.4178 x2: 1146.08 y2: 711.185 score: 0.853067 class_id: 0 class_name: person
x1: 117.413 y1: 199.909 x2: 1106.09 y2: 712.981 score: 0.81007 class_id: 0 class_name: person

 

GPU

Output size: 6
x1: 0.058328 y1: 254.455 x2: 32.561 y2: 324.874 score: 0.255204 class_id: 11 class_name: stopsign
x1: 19.2791 y1: 230.078 x2: 793.317 y2: 756.109 score: 0.870182 class_id: 5 class_name: bus
x1: 669.099 y1: 393.618 x2: 809.164 y2: 878.673 score: 0.870257 class_id: 0 class_name: person
x1: 48.5446 y1: 398.546 x2: 245.34 y2: 902.717 score: 0.865691 class_id: 0 class_name: person
x1: 221.521 y1: 405.811 x2: 344.997 y2: 857.549 score: 0.826844 class_id: 0 class_name: person
x1: 0 y1: 550.527 x2: 63.0108 y2: 873.442 score: 0.260867 class_id: 0 class_name: person
Output size: 3
x1: 434.26 y1: 436.051 x2: 520.982 y2: 715.328 score: 0.359527 class_id: 27 class_name: tie
x1: 749.107 y1: 40.4149 x2: 1146.08 y2: 711.187 score: 0.853081 class_id: 0 class_name: person
x1: 117.37 y1: 199.905 x2: 1106.06 y2: 712.991 score: 0.810011 class_id: 0 class_name: person

 

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CPU

GPU

 

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CPU

GPU