Papers › CornerNet: Detecting Objects as Paired Keypoints

CornerNet: Detecting Objects as Paired Keypoints

3 Aug 2018ECCV 2018 9arXiv:1808.01244archive 2025-07-28

Hei Law, Jia Deng

We propose CornerNet, a new approach to object detection where we detect an object bounding box as a pair of keypoints, the top-left corner and the bottom-right corner, using a single convolution neural network. By detecting objects as paired keypoints, we eliminate the need for designing a set of anchor boxes commonly used in prior single-stage detectors. In addition to our novel formulation, we introduce corner pooling, a new type of pooling layer that helps the network better localize corners. Experiments show that CornerNet achieves a 42.2% AP on MS COCO, outperforming all existing one-stage detectors.

Code

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Methods

Introduced by this paper: CornerNet

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