Title
VisDrone-CC2021: The Vision Meets Drone Crowd Counting Challenge Results
Abstract
Crowding counting research evolves quickly by the leverage of development in deep learning. Many researchers put their efforts into crowd counting tasks and have achieved many significant improvements. However, current datasets still barely satisfy this evolution and high quality evaluation data is urgent. Motivated by high quality and quantity study in crowding counting, we collect a drone-captured dataset formed by 5,468 images(images in RGB and thermal appear in pairs and 2,734 respectively). There are 1,807 pairs of images for training, and 927 pairs for testing. We manually annotate persons with points in each frame. Based on this dataset, we organized the Vision Meets Drone Crowd Counting Challenge(Visdrone-CC2021) in conjunction with the International Conference on Computer Vision (ICCV 2021). Our challenge attracts many researchers to join, which pave the road of speed up the milestone in crowding counting. To summarize the competition, we select the most remarkable algorithms from participants' submissions and provide a detailed analysis of the evaluation results. More information can be found at the website: http : //www. aiskyeye.com/.
Year
DOI
Venue
2021
10.1109/ICCVW54120.2021.00317
2021 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCVW 2021)
DocType
Volume
Issue
Conference
2021
1
ISSN
Citations 
PageRank 
2473-9936
0
0.34
References 
Authors
7
39
Name
Order
Citations
PageRank
Zhihao Liu100.34
Zhijian He201.35
Lujia Wang312.72
Wenguan Wang400.34
Yixuan Yuan514329.34
Dingwen Zhang6118336.03
Jinglin Zhang7266.15
Pengfei Zhu883.05
Luc Van Gool9275661819.51
Junwei Han103501194.57
Steven Hoi1100.34
Qinghua Hu124028171.50
Ming Liu1301.35
Junwen Pan1441.49
Baoqun Yin155111.58
Binyu Zhang1603.72
Chengxin Liu1702.37
Ding Ding1800.34
Dingkang Liang1932.46
Guanchen Ding2001.69
Hao Lu2101.01
Hui Lin2221.41
Jingyuan Chen2300.68
Jiong Li2400.34
Liang Liu25103.27
Lin Zhou2600.34
Min Shi2701.35
Qianqian Yang2821.38
Qing He2900.34
Sifan Peng3021.38
Wei Xu3111.71
Wenwei Han3201.01
Xiang Bai333517149.87
Xiwu Chen3410.70
Yabin Wang3500.34
Yinfeng Xia3622.06
Yiran Tao3700.68
Zhenzhong Chen381244101.41
Steven C. H. Hoi393830174.61