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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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Object Detection PASCAL VOC 2007 YOLO MAP 63.4% # 27
Real-Time Object Detection PASCAL VOC 2007 YOLO MAP 63.4% # 5
FPS 46 # 1
Object Detection PASCAL VOC 2012 YOLO MAP 57.9 # 2

Results from Other Papers


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK SOURCE PAPER COMPARE
Object Counting CARPK YOLO (2016) MAE 156.00 # 8
RMSE 200.42 # 8