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Focal Loss for Dense Object Detection

Introduction

@inproceedings{lin2017focal,
  title={Focal loss for dense object detection},
  author={Lin, Tsung-Yi and Goyal, Priya and Girshick, Ross and He, Kaiming and Doll{\'a}r, Piotr},
  booktitle={Proceedings of the IEEE international conference on computer vision},
  year={2017}
}

COCO Object Detection Baselines

Model Lr sched Infer time (s/im) box AP Download
R-50-FPN-416 6x 0.019 34.4 model
R-50-FPN-512 6x 0.022 36.4 model
R-50-FPN-800 1x 0.051 37.4 model
R-50-FPN-800 2x 0.051 39.1 model

Pascal VOC Object Detection Baselines

Model Infer time (s/im) AP@0.5 Download
R-50-FPN-416 0.015 82.3 model
R-50-FPN-512 0.017 83.0 model