Objects as Points

16 Apr 2019Xingyi ZhouDequan WangPhilipp Krähenbühl

Detection identifies objects as axis-aligned boxes in an image. Most successful object detectors enumerate a nearly exhaustive list of potential object locations and classify each... (read more)

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Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Real-Time Object Detection COCO CenterNet ResNet-18 MAP 28.1 # 8
Real-Time Object Detection COCO CenterNet ResNet-18 FPS 142 # 1
Object Detection COCO CenterNet-HG (multi-scale) Bounding Box AP 45.1 # 9
Object Detection COCO CenterNet-DLA Bounding Box AP 41.6 # 23
Keypoint Detection COCO HG-jd Test AP 63.0 # 7
Real-Time Object Detection COCO CenterNet DLA-34 MAP 37.4 # 2
Real-Time Object Detection COCO CenterNet DLA-34 FPS 52 # 2
Real-Time Object Detection COCO CenterNet Hourglass-104 MAP 40.3 # 1
Real-Time Object Detection COCO CenterNet Hourglass-104 FPS 14 # 8