Deep Transfer Learning Based Multiway Feature Pyramid Network for Object Detection in Images

Table 5

Performance evaluation and comparison in terms of average precision (AP).

Model	Backbone	mAP (PASCAL VOC 2007)	mAP (PASCAL VOC 2012)	mAP MSCOCO
SSD	Mobilenet V2	68.02	71.02	42.07
Faster-RCNN	Inception_ResNet V2	70.57	73.18	46.79
YOLOv3	Darknet	71.24	68.90	50.73
YOLOv3	VGG16	62.53	64.77	50.82
YOLOv3	AlexNet	56.90	58.02	49.84
Proposed + S-NMS	EfficientNet	73.13	74.85	52.62
Proposed with augmentation	EfficientNet	76.01	77.43	54.01