NEC Drone dataset was created to study the problems of human action classification and domain adaptation in videos. The main webpage for the dataset is hosted by NEC Labs. Kindly follow the instructions there to obtain a copy.

Please cite the following paper if you use the NEC-Drones dataset.

Unsupervised and Semi-Supervised Domain Adaptation for Action Recognition from Drones
J.Choi, G. Sharma, M. Chandraker, J.-B. Huang
Winter Conference on Applications of Computer Vision (WACV)
PDF

@inproceedings{nec-drone,
  title={Unsupervised and Semi-Supervised Domain Adaptation for Action Recognition from Drones},
  author={Choi, Jinwoo and Sharma, Gaurav and Chandraker, Manmohan and Huang, Jia-Bin},
  booktitle={Winter Conference on Applications of Computer Vision},
  pages={1717--1726},
  year={2020}
}