适用于目标检测的上下文感知知识蒸馏网络

褚晶辉,史李栋,井佩光,吕卫

Context-aware knowledge distillation network for object detection

Jing-hui CHU,Li-dong SHI,Pei-guang JING,Wei LV

表 2 ResNet101-ResNet50作为教师−学生网络在 VOC07 测试集上的实验结果

Tab.2 Experiment results of ResNet101-ResNet50 as teacher student network on VOC07 test set %

模型 mAP AP Aeroplane Bike Bird Boat Bus Chair Table Mbike Person Train ResNet101（教师） 74.4 77.8 78.9 77.5 63.2 79.2 54.5 68.7 77.8 78.6 78.8 ResNet50（学生） 69.1 68.9 79.0 67.0 54.1 78.6 49.7 62.6 72.5 77.2 75.0 ResNet50（本研究方法） 72.4 75.8 79.0 71.7 58.1 80.8 51.5 69.1 77.8 78.3 81.5