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

We present YOLO, a new approach to object detection. Prior work on object detection repurposes classifiers to perform detection... (read more)

PDF Abstract CVPR 2016 PDF CVPR 2016 Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Object Counting CARPK YOLO (2016) MAE 156.00 # 8
RMSE 200.42 # 8
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

Methods used in the Paper