VisDrone-CC2020:视觉遇见无人机人群计数挑战赛结果
计算机视觉与模式识别
2021-07-20 v1
摘要
无人机平台上的人群计数是计算机视觉中的一个有趣课题,其带来了小目标推断、背景杂波和宽视角等新挑战。然而,由于缺乏全面的数据集,少有算法专注于无人机采集数据上的人群计数。为此,我们收集了一个大规模数据集,并与第 16 届欧洲计算机视觉会议(ECCV 2020)联合组织了视觉遇见无人机人群计数挑战赛(VisDrone-CC2020),以推动相关领域的发展。所收集的数据集由 张图像构成,包括 张训练图像和 张测试图像。具体而言,我们在每个视频帧中用点手动标注行人。来自 家机构的 种算法提交了 VisDrone-CC2020 挑战赛。我们提供了对评估结果的详细分析并总结了该挑战赛。更多信息可在网站查看:\url{http://www.aiskyeye.com/}。
引用
@article{arxiv.2107.08766,
title = {VisDrone-CC2020: The Vision Meets Drone Crowd Counting Challenge Results},
author = {Dawei Du and Longyin Wen and Pengfei Zhu and Heng Fan and Qinghua Hu and Haibin Ling and Mubarak Shah and Junwen Pan and Ali Al-Ali and Amr Mohamed and Bakour Imene and Bin Dong and Binyu Zhang and Bouchali Hadia Nesma and Chenfeng Xu and Chenzhen Duan and Ciro Castiello and Corrado Mencar and Dingkang Liang and Florian Krüger and Gennaro Vessio and Giovanna Castellano and Jieru Wang and Junyu Gao and Khalid Abualsaud and Laihui Ding and Lei Zhao and Marco Cianciotta and Muhammad Saqib and Noor Almaadeed and Omar Elharrouss and Pei Lyu and Qi Wang and Shidong Liu and Shuang Qiu and Siyang Pan and Somaya Al-Maadeed and Sultan Daud Khan and Tamer Khattab and Tao Han and Thomas Golda and Wei Xu and Xiang Bai and Xiaoqing Xu and Xuelong Li and Yanyun Zhao and Ye Tian and Yingnan Lin and Yongchao Xu and Yuehan Yao and Zhenyu Xu and Zhijian Zhao and Zhipeng Luo and Zhiwei Wei and Zhiyuan Zhao},
journal= {arXiv preprint arXiv:2107.08766},
year = {2021}
}
备注
The method description of A7 Mutil-Scale Aware based SFANet (M-SFANet) is updated and missing references are added