You Only Look Once: Unified, Real-Time Object Detection

CVPR 2016 Joseph RedmonSantosh DivvalaRoss GirshickAli Farhadi

We present YOLO, a new approach to object detection. Prior work on object detection repurposes classifiers to perform detection... (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 YOLO MAP 63.4% # 21
Real-Time Object Detection PASCAL VOC 2007 YOLO MAP 63.4% # 6
Real-Time Object Detection PASCAL VOC 2007 YOLO FPS 46 # 2