NAS-FCOS: Fast Neural Architecture Search for Object Detection

Introduction

[ALGORITHM]

@article{wang2019fcos,
  title={Nas-fcos: Fast neural architecture search for object detection},
  author={Wang, Ning and Gao, Yang and Chen, Hao and Wang, Peng and Tian, Zhi and Shen, Chunhua},
  journal={arXiv preprint arXiv:1906.04423},
  year={2019}
}

Results and Models

Head	Backbone	Style	GN-head	Lr schd	Mem (GB)	Inf time (fps)	box AP	Config	Download
NAS-FCOSHead	R-50	caffe	Y	1x			39.4	config	model \| log
FCOSHead	R-50	caffe	Y	1x			38.5	config	model \| log

Notes:

To be consistent with the author's implementation, we use 4 GPUs with 4 images/GPU.