VisDrone-SOT2019: The Vision Meets Drone Single Object Tracking Challenge Results

被引：53

作者：

Du, Dawei ^{[1
]}

Zhu, Pengfei ^{[2
]}

Wen, Longyin ^{[3
]}

Bian, Xiao ^{[4
]}

Ling, Haibin ^{[5
]}

Hu, Qinghua ^{[2
]}

Zheng, Jiayu ^{[2
]}

Peng, Tao ^{[2
]}

Wang, Xinyao ^{[3
]}

Zhang, Yue ^{[3
]}

Bo, Liefeng ^{[3
]}

Shi, Hailin ^{[24
]}

Zhu, Rui ^{[24
]}

Han, Bo ^{[6
]}

Zhang, Chunhui ^{[8
,22
]}

Liu, Guizhong ^{[16
]}

Wu, Han ^{[16
]}

Wen, Hao ^{[23
]}

Wang, Haoran ^{[7
]}

Fan, Jiaqing ^{[9
]}

Chen, Jie ^{[7
]}

Gao, Jie ^{[7
]}

Zhang, Jie ^{[7
]}

Zhou, Jinghao ^{[10
]}

Zhou, Jinliu ^{[7
]}

Wang, Jinwang ^{[11
]}

Wan, Jiuqing ^{[12
]}

Kittler, Josef ^{[13
]}

Zhang, Kaihua ^{[9
]}

Huang, Kaiqi ^{[14
]}

Yang, Kang ^{[9
]}

Zhang, Kangkai ^{[8
,22
]}

Huang, Lianghua ^{[14
]}

Zhou, Lijun ^{[15
]}

Shi, Lingling ^{[7
]}

Ding, Lu ^{[17
]}

Wang, Ning ^{[9
]}

Wang, Peng ^{[10
]}

Hu, Qintao ^{[15
]}

Laganiere, Robert ^{[18
]}

Ma, Ruiyan ^{[7
]}

Zhang, Ruohan ^{[7
]}

Zou, Shanrong ^{[10
]}

Zhao, Shengwei ^{[8
,22
]}

Li, Shengyang ^{[19
]}

Zhu, Shengyin

Li, Shikun ^{[8
,22
]}

Ge, Shiming ^{[8
,22
]}

Xuan, Shiyu ^{[19
,22
]}

Xu, Tianyang ^{[13
,20
]}

机构：

[1] SUNY Albany, Albany, NY 12222 USA

[2] Tianjin Univ, Tianjin, Peoples R China

[3] JD Digits, Mountain View, CA USA

[4] GE Global Res, Niskayuna, NY USA

[5] SUNY Stony Brook, New York, NY USA

[6] Zhejiang Univ, Hangzhou, Peoples R China

[7] Xidian Univ, Xian, Peoples R China

[8] Chinese Acad Sci, Inst Informat Engn, Beijing, Peoples R China

[9] Nanjing Univ Informat Sci & Technol, Nanjing, Peoples R China

[10] Northwestern Polytech Univ, Xian, Peoples R China

[11] Wuhan Univ, Wuhan, Peoples R China

[12] Beihang Univ, Beijing, Peoples R China

[13] Univ Surrey, Guildford, Surrey, England

[14] Chinese Acad Sci, Inst Automat, Beijing, Peoples R China

[15] Chinese Acad Sci, Inst Opt & Elect, Chengdu, Peoples R China

[16] Xi An Jiao Tong Univ, Xian, Peoples R China

[17] Shanghai Jiao Tong Univ, Shanghai, Peoples R China

[18] Univ Ottawa, Ottawa, ON, Canada

[19] Chinese Acad Sci, Technol & Engn Ctr Space Utilizat, Beijing, Peoples R China

[20] Jiangnan Univ, Wuxi, Jiangsu, Peoples R China

[21] Yuneec Aviat Technol, Shanghai, Peoples R China

[22] Univ Chinese Acad Sci, Beijing, Peoples R China

[23] CloudWalk Technol Co Ltd, Guangzhou, Peoples R China

[24] JD AI Res, Beijing, Peoples R China

来源：

2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCVW) | 2019年

基金：

中国国家自然科学基金;

关键词：

D O I：

10.1109/ICCVW.2019.00029

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The Vision Meets Drone (VisDrone2019) Single Object Tracking challenge is the second annual research activity focusing on evaluating single-object tracking algorithms on drones, held in conjunction with the International Conference on Computer Vision (ICCV 2019). The VisDrone-S0T2019 Challenge goes beyond its VisDrone-S0T2018 predecessor by introducing 25 more challenging sequences for long-term tracking. We evaluate and discuss the results of 22 participating algorithms and 19 state-of-the-art trackers on the collected dataset. The challenge results are publicly available at the website: http://www.aiskyeye.com/. We expect the VisDrone-SOT challenge to boost the research in single object tracking field.

引用

页码：199 / 212

页数：14

共 58 条

[1]

[Anonymous], 2017, CoRR

[2] Speeded-Up Robust Features (SURF) [J].

Bay, Herbert ;

Ess, Andreas ;

Tuytelaars, Tinne ;

Van Gool, Luc .

COMPUTER VISION AND IMAGE UNDERSTANDING, 2008, 110 (03) :346-359

[3] Staple: Complementary Learners for Real-Time Tracking [J].

Bertinetto, Luca ;

Valmadre, Jack ;

Golodetz, Stuart ;

Miksik, Ondrej ;

Torr, Philip H. S. .

2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, :1401-1409

[4] Fully-Convolutional Siamese Networks for Object Tracking [J].

Bertinetto, Luca ;

Valmadre, Jack ;

Henriques, Joao F. ;

Vedaldi, Andrea ;

Torr, Philip H. S. .

COMPUTER VISION - ECCV 2016 WORKSHOPS, PT II, 2016, 9914 :850-865

[5]

Bhat G., 2019, CORR

[6] Unveiling the Power of Deep Tracking [J].

Bhat, Goutam ;

Johnander, Joakim ;

Danelljan, Martin ;

Khan, Fahad Shahbaz ;

Felsberg, Michael .

COMPUTER VISION - ECCV 2018, PT II, 2018, 11206 :493-509

[7] Context-aware Deep Feature Compression for High-speed Visual Tracking [J].

Choi, Jongwon ;

Chang, Hyung Jin ;

Fischer, Tobias ;

Yun, Sangdoo ;

Lee, Kyuewang ;

Jeong, Jiyeoup ;

Demiris, Yiannis ;

Choi, Jin Young .

2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2018, :479-488

[8] Visual Tracking Using Attention-Modulated Disintegration and Integration [J].

Choi, Jongwon ;

Chang, Hyung Jin ;

Jeong, Jiyeoup ;

Demiris, Yiannis ;

Choi, Jin Young .

2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, :4321-4330

[9] Histograms of oriented gradients for human detection [J].

Dalal, N ;

Triggs, B .

2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 1, PROCEEDINGS, 2005, :886-893

[10]

Danelljan M., 2018, ARXIV181107628

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