PaddleDetection/configs/centernet

• CenterNet (CenterNet: Objects as Points)
• • Table of Contents
  • Introduction
  • Model Zoo
  • • CenterNet Results on COCO-val 2017
  • Citations

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CenterNet (CenterNet: Objects as Points)

Table of Contents

• Introduction
• Model Zoo
• Citations

Introduction

CenterNet is an Anchor Free detector, which model an object as a single point -- the center point of its bounding box. The detector uses keypoint estimation to find center points and regresses to all other object properties. The center point based approach, CenterNet, is end-to-end differentiable, simpler, faster, and more accurate than corresponding bounding box based detectors.

Model Zoo

CenterNet Results on COCO-val 2017

backbone	input shape	mAP	FPS	download	config
DLA-34(paper)	512x512	37.4	-	-	-
DLA-34	512x512	37.6	-	model	config
ResNet50 + DLAUp	512x512	38.9	-	model	config

Citations

@article{zhou2019objects,
  title={Objects as points},
  author={Zhou, Xingyi and Wang, Dequan and Kr{\"a}henb{\"u}hl, Philipp},
  journal={arXiv preprint arXiv:1904.07850},
  year={2019}
}