DetReco: Object-Text Detection and Recognition Based on Deep Neural Network

Table 1

Detection performance on the PASCAL VOC 2007 testing dataset of different frameworks.

Detection frameworks	Trained on	mAP
Fast R-CNN [19]	VOC2007 + VOC2012	70.0
Faster R-CNN VGG-16 [20]	VOC2007 + VOC2012	73.2
Faster R-CNN ResNet [35]	VOC2007 + VOC2012	76.4
YOLO [17]	VOC2007 + VOC2012	63.4
SSD300 [16]	VOC2007 + VOC2012	74.3
SSD512 [16]	VOC2007 + VOC2012	76.8
YOLOv2 544 × 544 [21]	VOC2007 + VOC2012	78.6
YOLOv3 416 × 416	VOC2007 + VOC2012	87.4
YOLOv3 544 × 544	VOC2007 + VOC2012	86.8
YOLOv3 608 × 608	VOC2007 + VOC2012	86.1