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

Table 2

Performance of different detection frameworks on different testing datasets.

Detection frameworks	VOC2007				SCUT_FORU	ICDAR2013
	mAP	Car	Bus	Person	Text	Text
Fast R-CNN [19]	70.0	78.6	81.6	69.9	—	—
Faster R-CNN VGG-16 [20]	73.2	84.7	83.1	76.7	—	—
SSD300 [16]	74.3	84.2	83.0	76.2	—	—
SSD512 [16]	76.8	87.5	86.2	79.7	—	—
YOLOv3 416 × 416	77.9	90.4	85.4	85.7	70.0	64.2
YOLOv3 544 × 544	78.3	91.5	89.4	86.8	70.0	70.0
YOLOv3 608 × 608	77.9	90.4	85.4	85.7	70.0	64.2