qinr / MRDet

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

MRDet

Introduction

This is the code of MRDet: A Multihead Network for Accurate Rotated Object Detection in Aerial Images(https://ieeexplore.ieee.org/document/9555822).

The master branch works with PyTorch 1.1 or higher.

MRDet is based on mmdetection and AerialDetection(https://github.com/dingjiansw101/AerialDetection).

Performance on DOTA:

image

image

License

This project is released under the Apache 2.0 license.

Benchmark and Model Zoo

You can find detailed configs in configs/mrdet.

The trained models are available at Baidu Drive (2lx5) and Google Drive.

Installation

Please refer to INSTALL.md for installation and dataset preparation.

Get Started

Please see GETTING_STARTED.md for the basic usage of MMDetection.

Citation

If you use this toolbox or benchmark in your research, please cite this project.

@ARTICLE{MrDet,
  author={Qin, Ran and Liu, Qingjie and Gao, Guangshuai and Huang, Di and Wang, Yunhong},
  journal={IEEE Transactions on Geoscience and Remote Sensing}, 
  title={MRDet: A Multihead Network for Accurate Rotated Object Detection in Aerial Images}, 
  year={2022},
  volume={60},
  pages={1-12},
  doi={10.1109/TGRS.2021.3113473}}

About

License:Apache License 2.0


Languages

Language:Python 89.8%Language:Cuda 6.4%Language:C++ 3.2%Language:Cython 0.5%Language:Shell 0.1%Language:Dockerfile 0.0%Language:SWIG 0.0%