Real-Time Possessing Relationship Detection for Sports Analytics

被引：0
作者：
Xu, Yinda [1 ]
Peng, Yonggang [1 ]
机构：
[1] Zhejiang Univ, Hangzhou 310027, Peoples R China
来源：
PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE | 2020年
关键词：
Visual Object Tracking; Human Pose Estimation; Computer Vision; Deep Learning; Sports Analytics;
D O I：
10.23919/ccc50068.2020.9189516
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper, we propose a novel algorithm for relationship detection. This task involves the tracking of a target object and human pose. The target object is tracked with a visual object tracker. The human poses are estimated via a keypoint detector while the person identities are preserved with a simple yet effective IoU tracker. Finally, a possessing relationship inference is made based on the position information of the tracked target and humans. This algorithm meets the real-lime requirement by running at over 20 FPS and we give an application illustration in sports analytics.
引用
收藏
页码：7373 / 7378
页数：6
相关论文
共 28 条
[1]  
[Anonymous], 2017, Computing Research Repository, DOI DOI 10.4271/2018-01-1635
[2]  
[Anonymous], 2018, CORR
[3]  
Bochinski Erik, 2017, 2017 14th IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS), DOI 10.1109/AVSS.2017.8078516
[4]   ArcFace: Additive Angular Margin Loss for Deep Face Recognition [J].
Deng, Jiankang ;
Guo, Jia ;
Xue, Niannan ;
Zafeiriou, Stefanos .
2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019), 2019, :4685-4694
[5]   LaSOT: A High-quality Benchmark for Large-scale Single Object Tracking [J].
Fan, Heng ;
Lin, Liting ;
Yang, Fan ;
Chu, Peng ;
Deng, Ge ;
Yu, Sijia ;
Bai, Hexin ;
Xu, Yong ;
Liao, Chunyuan ;
Ling, Haibin .
2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019), 2019, :5369-5378
[6]   Pairwise Body-Part Attention for Recognizing Human-Object Interactions [J].
Fang, Hao-Shu ;
Cao, Jinkun ;
Tai, Yu-Wing ;
Lu, Cewu .
COMPUTER VISION - ECCV 2018, PT X, 2018, 11214 :52-68
[7]   Detecting and Recognizing Human-Object Interactions [J].
Gkioxari, Georgia ;
Girshick, Ross ;
Dollar, Piotr ;
He, Kaiming .
2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, :8359-8367
[8]   Deep Residual Learning for Image Recognition [J].
He, Kaiming ;
Zhang, Xiangyu ;
Ren, Shaoqing ;
Sun, Jian .
2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, :770-778
[9]   ArtTrack: Articulated Multi-person Tracking in the Wild [J].
Insafutdinov, Eldar ;
Andriluka, Mykhaylo ;
Pishchulin, Leonid ;
Tang, Siyu ;
Levinkov, Evgeny ;
Andres, Bjoern ;
Schiele, Bernt .
30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017), 2017, :1293-1301
[10]   PoseTrack: Joint Multi-Person Pose Estimation and Tracking [J].
Iqbal, Umar ;
Milan, Anton ;
Gall, Juergen .
30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017), 2017, :4654-4663
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