Vehicle Perception from Satellite

The repository presents the TMS dataset, with data collection and preprocessing, data annotation, and data statistics for the TMS dataset.

Data Download

TMS Dataset Link: Baidu Netdisk ,Google Netdisk ,OneDrive .

Verification Code: 1510.https://1drv.ms/u/c/7abec8fbd9362e21/EbOITsJkcuZCuL4ryAZ9n50BTUVGq8BsCQSk3bllzdslzQ?e=Xb0i0Y

Data Collection and Preprocessing

The real part of TMS is composed of 12 full satellite videos. They are captured by the non-stationary satellite platform, i.e., Jilin-1 and SkySat-1, with the ground sample distance of 1m or so. In this case, the vehicles only contain 5-20 pixels. Five of the videos are freely provided by the official website of Jilin-1, and the others are crawled from YouTube. The synthetic part of TMS contains 14 videos obtained from the game of GTA-V.

Data Statistics

Sample of the TMS

Sample of the Real dataset

Sample of the Synthetic dataset

Citation

If you find our project is useful for your research, please cite:

 @ARTICLE{10330623,
  author={Zhao, Bin and Han, Pengfei and Li, Xuelong},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, 
  title={Vehicle Perception From Satellite}, 
  year={2023},
  volume={},
  number={},
  pages={1-10},
  doi={10.1109/TPAMI.2023.3335953}}

Contact

If you have any questions, please feel free to reach me out at chenxihan@mail.nwpu.edu.cn.