litehrnet_coco.md 3.1 KB

LiteHRNet (CVPR'2021)
@inproceedings{Yulitehrnet21,
  title={Lite-HRNet: A Lightweight High-Resolution Network},
  author={Yu, Changqian and Xiao, Bin and Gao, Changxin and Yuan, Lu and Zhang, Lei and Sang, Nong and Wang, Jingdong},
  booktitle={CVPR},
  year={2021}
}

COCO (ECCV'2014)
@inproceedings{lin2014microsoft,
  title={Microsoft coco: Common objects in context},
  author={Lin, Tsung-Yi and Maire, Michael and Belongie, Serge and Hays, James and Perona, Pietro and Ramanan, Deva and Doll{\'a}r, Piotr and Zitnick, C Lawrence},
  booktitle={European conference on computer vision},
  pages={740--755},
  year={2014},
  organization={Springer}
}

Results on COCO val2017 with detector having human AP of 56.4 on COCO val2017 dataset

Arch Input Size AP AP50 AP75 AR AR50 ckpt log
LiteHRNet-18 256x192 0.642 0.867 0.719 0.705 0.911 ckpt log
LiteHRNet-18 384x288 0.676 0.876 0.746 0.735 0.919 ckpt log
LiteHRNet-30 256x192 0.676 0.880 0.756 0.736 0.922 ckpt log
LiteHRNet-30 384x288 0.700 0.883 0.776 0.758 0.926 ckpt log