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图像分类

性能​

DeviceModel输入尺寸类别数单线程延迟(ms)单线程FPS12线程延迟(ms)12线程FPSCPU延迟(ms)参数量(M)FLOPs(B)GitHub仓库
S600YOLO11l CLS224×22410000.6541497.6231.4187986.5830.542.6 M50.4 MGitHub
S600YOLO11m CLS224×22410000.5341830.2951.04210636.6010.532.8 M39.3 MGitHub
S600YOLO11n CLS224×22410000.3452788.4280.76113779.7990.55.0 M5.5 MGitHub
S600YOLO11s CLS224×22410000.4072380.2160.77114041.0000.513.1 M14.4 MGitHub
S600YOLO11x CLS224×22410000.994991.9852.6694295.9020.597.7 M113.2 MGitHub
S600YOLOv8l CLS224×22410000.8771123.1792.7374181.6510.536.3 M99.0 MGitHub
S600YOLOv8m CLS224×22410000.5681718.9961.3598276.7750.517.0 M42.8 MGitHub
S600YOLOv8n CLS224×22410000.3153054.3680.61217488.6330.52.7 M4.3 MGitHub
S600YOLOv8s CLS224×22410000.3622695.5630.69715550.8910.56.4 M13.5 MGitHub
S600YOLOv8x CLS224×22410001.249792.2994.1562775.1570.557.4 M154.8 MGitHub
S600YOLO26l Cls224x22410000.651516.991.437924.24-14.126.2GitHub
S600YOLO26m Cls224x22410000.541825.631.0610526.32-11.635.0GitHub
S600YOLO26n Cls224x22410000.342890.550.6815743.07-2.810.5GitHub
S600YOLO26s Cls224x22410000.402459.180.7813540.05-6.721.6GitHub
S600YOLO26x Cls224x22410000.99998.722.574463.59-29.6413.7GitHub

精度​

DeviceModelTOP1 FP32 / BPUTOP5 FP32 / BPU
S600YOLO11n CLS0.700 / 0.556 (79.4 %)0.894 / 0.794 (88.9 %)
S600YOLO11s CLS0.754 / 0.666 (88.3 %)0.927 / 0.875 (94.3 %)
S600YOLO11m CLS0.773 / 0.700 (90.5 %)0.939 / 0.897 (95.5 %)
S600YOLO11l CLS0.783 / 0.718 (91.7 %)0.942 / 0.908 (96.4 %)
S600YOLO11x CLS0.795 / 0.731 (92.0 %)0.949 / 0.917 (96.6 %)
S600YOLOv8n CLS0.689 / 0.571 (82.9 %)0.883 / 0.803 (90.9 %)
S600YOLOv8s CLS0.737 / 0.626 (84.9 %)0.917 / 0.844 (92.0 %)
S600YOLOv8m CLS0.768 / 0.700 (91.1 %)0.935 / 0.899 (96.1 %)
S600YOLOv8l CLS0.783 / 0.723 (92.3 %)0.942 / 0.909 (96.5 %)
S600YOLOv8x CLS0.790 / 0.737 (93.3 %)0.945 / 0.920 (97.4 %)
S600YOLO26n Cls- / 0.600- / 0.823
S600YOLO26s Cls- / 0.649- / 0.863
S600YOLO26m Cls- / 0.650- / 0.867
S600YOLO26l Cls- / 0.689- / 0.890
S600YOLO26x Cls- / 0.666- / 0.876