CornerNet-Lite: Efficient Keypoint Based Object Detection

18 Apr 2019Hei LawYun TengOlga RussakovskyJia Deng

Keypoint-based methods are a relatively new paradigm in object detection, eliminating the need for anchor boxes and offering a simplified detection framework. Keypoint-based CornerNet achieves state of the art accuracy among single-stage detectors... (read more)

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Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Object Detection COCO CornerNet-Saccade Bounding Box AP 43.2 # 16
Object Detection COCO CornerNet-Squeeze Bounding Box AP 34.4 # 36
Real-Time Object Detection COCO CornerNet-Squeeze MAP 34.4 # 3
Real-Time Object Detection COCO CornerNet-Squeeze FPS 33 # 5