image_to_pixle_params_yoloSAM/ultralytics-main/docs/en/macros/yolo-cls-perf.md

1.9 KiB

Model size
(pixels)
acc
top1
acc
top5
Speed
CPU ONNX
(ms)
Speed
T4 TensorRT10
(ms)
params
(M)
FLOPs
(B) at 224
YOLO11n-cls 224 70.0 89.4 5.0 ± 0.3 1.1 ± 0.0 1.6 0.5
YOLO11s-cls 224 75.4 92.7 7.9 ± 0.2 1.3 ± 0.0 5.5 1.6
YOLO11m-cls 224 77.3 93.9 17.2 ± 0.4 2.0 ± 0.0 10.4 5.0
YOLO11l-cls 224 78.3 94.3 23.2 ± 0.3 2.8 ± 0.0 12.9 6.2
YOLO11x-cls 224 79.5 94.9 41.4 ± 0.9 3.8 ± 0.0 28.4 13.7