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不同网络模型试验结果对比
网络模型
Network
model平均精度/%
Average precision平均精度/%
Average precision平均召回率/%
Average recall模型大小/MB
Model
size检测时间/s
Detection
timeIoU=
0.50~0.95IoU=
0.50IoU=
0.75小目标
Small
target中型目标
Medium
target大目标
Large
target小目标
Small
target中型目标
Medium
target大目标
Large
targetVGG16-SSD 64.1 97.3 74.5 39.0 63.1 79.4 48.5 70.7 84.3 160 0.320 MobileNet-SSD 62.9 96.5 72.8 37.9 61.9 78.7 46.7 68.7 82.8 84 0.261 MF-SSD-cut-3 70.9 95.8 85.2 55.3 70.4 80.2 65.5 76.1 83.3 80 0.260 MF-SSD 71.3 96.6 86.8 59.4 70.4 79.4 68.1 75.7 83.0 82 0.287 MF-SSD-add-3 71.9 96.7 87.6 57.0 71.8 79.8 67.3 76.8 83.1 86 0.275
