基于深度学习的小目标检测与识别

冷佳旭,刘莹

Small Object Detection and Recognition Based onDeep Learning

Jiaxu Leng,Ying Liu

表1 ESSD和目前主流方法在PASCAL VOC 2007上的检测结果

Table 1 Detection results of our ESSD and state-of-the-art detectors on PASCAL VOC 2007

方法 输入 训练数据 测试数据 mAP FPS YOLO 448 VOC2007 + 2012 VOC2007 63.4 45 YOLOV2 416 VOC2007 + 2012 VOC2007 76.8 67 Faster R-CNN VOC2007 + 2012 VOC2007 73.2 5 R-FCN VOC2007 + 2012 VOC2007 80.5 5.9 SSD 300 VOC2007 + 2012 VOC2007 77.7 61 DSSD 321 VOC2007 + 2012 VOC2007 78.6 9 ESSD 300 VOC2007 + 2012 VOC2007 79.2 52 SSD 512 VOC2007 + 2012 VOC2007 79.8 25 DSSD 513 VOC2007 + 2012 VOC2007 81.5 6 ESSD 512 VOC2007 + 2012 VOC2007 82.4 18