Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

NeurIPS 2015 Shaoqing RenKaiming HeRoss GirshickJian Sun

State-of-the-art object detection networks depend on region proposal algorithms to hypothesize object locations. Advances like SPPnet and Fast R-CNN have reduced the running time of these detection networks, exposing region proposal computation as a bottleneck... (read more)

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Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Object Detection PASCAL VOC 2007 Faster R-CNN MAP 73.2% # 14
Real-Time Object Detection PASCAL VOC 2007 Faster R-CNN MAP 73.2% # 5
Real-Time Object Detection PASCAL VOC 2007 Faster R-CNN FPS 7 # 6