Deep Levelset for Box-supervised Instance Segmentation in Aerial Images

Wentong Li, Yijie Chen, Wenyu Liu, Jianke Zhu*

Any questions or discussions are welcomed!

Installation

Please refer to INSTALL.md for environment installation. This code is based on MMdetection and AerialDetection.

Getting Started

Please see GETTING_STARTED.md for the dataset preparation and basic usage.

Visualization

Instance segmentation results only under the supervision of box annotations on iSAID dataset.

To Do

  • COCO dataset
  • Medical images
  • Text images

Citation

@article{li2021deep,
	title="Deep Level Set for Box-supervised Instance Segmentation in Aerial Images.",
	author="Wentong {Li}, Yijie {Chen}, Wenyu {Liu}, Jianke {Zhu}.",
	journal="arXiv preprint arXiv:2112.03451",
	year="2021"
}

Acknowledge

Here are some great resources we benefit:

AerialDetection

DeepSnake

AdelaiDet

GitHub

View Github