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1. The First Visual Object Tracking Segmentation VOTS2023 Challenge Results

Author

Kristan, Matej, Matas, Jiri, Danelljan, Martin, Felsberg, Michael, Chang, Hyung Jin, Zajc, Luka Cehovin, Lukezic, Alan, Drbohlav, Ondrej, Zhang, Zhongqun, Tran, Khanh-Tung, Vu, Xuan-Son, Bjorklund, Johanna, Mayer, Christoph, Zhang, Yushan, Ke, Lei, Zhao, Jie, Fernandez, Gustavo, Al-Shakarji, Noor, An, Dong, Arens, Michael, Becker, Stefan, Bhat, Goutam, Bullinger, Sebastian, Chan, Antoni B., Chang, Shijie, Chen, Hanyuan, Chen, Xin, Chen, Yan, Chen, Zhenyu, Cheng, Yangming, Cui, Yutao, Deng, Chunyuan, Dong, Jiahua, Dunnhofer, Matteo, Feng, Wei, Fu, Jianlong, Gao, Jie, Han, Ruize, Hao, Zeqi, He, Jun-Yan, He, Keji, He, Zhenyu, Hu, Xiantao, Huang, Kaer, Huang, Yuqing, Jiang, Yi, Kang, Ben, Lan, Jin-Peng, Lee, Hyungjun, Li, Chenyang, Li, Jiahao, Li, Ning, Li, Wangkai, Li, Xiaodi, Li, Xin, Liu, Pengyu, Liu, Yue, Lu, Huchuan, Luo, Bin, Luo, Ping, Ma, Yinchao, Miao, Deshui, Micheloni, Christian, Palaniappan, Kannappan, Park, Hancheol, Paul, Matthieu, Peng, HouWen, Qian, Zekun, Rahmon, Gani, Scherer-Negenborn, Norbert, Shao, Pengcheng, Shin, Wooksu, Kazemi, Elham Soltani, Song, Tianhui, Stiefelhagen, Rainer, Sun, Rui, Tang, Chuanming, Tang, Zhangyong, Toubal, Imad Eddine, Valmadre, Jack, van de Weijer, Joost, Van Gool, Luc, Vira, Jash, Vujasinovic, Stephane, Wan, Cheng, Wan, Jia, Wang, Dong, Wang, Fei, Wang, Feifan, Wang, He, Wang, Limin, Wang, Song, Wang, Yaowei, Wang, Zhepeng, Wu, Gangshan, Wu, Jiannan, Wu, Qiangqiang, Wu, Xiaojun, Xiao, Anqi, Xie, Jinxia, Xu, Chenlong, Xu, Min, Xu, Tianyang, Xu, Yuanyou, Yan, Bin, Yang, Dawei, Yang, Ming-Hsuan, Yang, Tianyu, Yang, Yi, Yang, Zongxin, Yin, Xuanwu, Yu, Fisher, Yu, Hongyuan, Yu, Qianjin, Yu, Weichen, Yuan, YongSheng, Yuan, Zehuan, Zhang, Jianlin, Zhang, Lu, Zhang, Tianzhu, Zhao, Guodongfang, Zhao, Shaochuan, Zheng, Yaozong, Zhong, Bineng, Zhu, Jiawen, Zhu, Xuefeng, Zhuang, Yueting, Zong, ChengAo, Zuo, Kunlong, Kristan, Matej, Matas, Jiri, Danelljan, Martin, Felsberg, Michael, Chang, Hyung Jin, Zajc, Luka Cehovin, Lukezic, Alan, Drbohlav, Ondrej, Zhang, Zhongqun, Tran, Khanh-Tung, Vu, Xuan-Son, Bjorklund, Johanna, Mayer, Christoph, Zhang, Yushan, Ke, Lei, Zhao, Jie, Fernandez, Gustavo, Al-Shakarji, Noor, An, Dong, Arens, Michael, Becker, Stefan, Bhat, Goutam, Bullinger, Sebastian, Chan, Antoni B., Chang, Shijie, Chen, Hanyuan, Chen, Xin, Chen, Yan, Chen, Zhenyu, Cheng, Yangming, Cui, Yutao, Deng, Chunyuan, Dong, Jiahua, Dunnhofer, Matteo, Feng, Wei, Fu, Jianlong, Gao, Jie, Han, Ruize, Hao, Zeqi, He, Jun-Yan, He, Keji, He, Zhenyu, Hu, Xiantao, Huang, Kaer, Huang, Yuqing, Jiang, Yi, Kang, Ben, Lan, Jin-Peng, Lee, Hyungjun, Li, Chenyang, Li, Jiahao, Li, Ning, Li, Wangkai, Li, Xiaodi, Li, Xin, Liu, Pengyu, Liu, Yue, Lu, Huchuan, Luo, Bin, Luo, Ping, Ma, Yinchao, Miao, Deshui, Micheloni, Christian, Palaniappan, Kannappan, Park, Hancheol, Paul, Matthieu, Peng, HouWen, Qian, Zekun, Rahmon, Gani, Scherer-Negenborn, Norbert, Shao, Pengcheng, Shin, Wooksu, Kazemi, Elham Soltani, Song, Tianhui, Stiefelhagen, Rainer, Sun, Rui, Tang, Chuanming, Tang, Zhangyong, Toubal, Imad Eddine, Valmadre, Jack, van de Weijer, Joost, Van Gool, Luc, Vira, Jash, Vujasinovic, Stephane, Wan, Cheng, Wan, Jia, Wang, Dong, Wang, Fei, Wang, Feifan, Wang, He, Wang, Limin, Wang, Song, Wang, Yaowei, Wang, Zhepeng, Wu, Gangshan, Wu, Jiannan, Wu, Qiangqiang, Wu, Xiaojun, Xiao, Anqi, Xie, Jinxia, Xu, Chenlong, Xu, Min, Xu, Tianyang, Xu, Yuanyou, Yan, Bin, Yang, Dawei, Yang, Ming-Hsuan, Yang, Tianyu, Yang, Yi, Yang, Zongxin, Yin, Xuanwu, Yu, Fisher, Yu, Hongyuan, Yu, Qianjin, Yu, Weichen, Yuan, YongSheng, Yuan, Zehuan, Zhang, Jianlin, Zhang, Lu, Zhang, Tianzhu, Zhao, Guodongfang, Zhao, Shaochuan, Zheng, Yaozong, Zhong, Bineng, Zhu, Jiawen, Zhu, Xuefeng, Zhuang, Yueting, Zong, ChengAo, and Zuo, Kunlong

Abstract

The Visual Object Tracking Segmentation VOTS2023 challenge is the eleventh annual tracker benchmarking activity of the VOT initiative. This challenge is the first to merge short-term and long-term as well as single-target and multiple-target tracking with segmentation masks as the only target location specification. A new dataset was created; the ground truth has been withheld to prevent overfitting. New performance measures and evaluation protocols have been created along with a new toolkit and an evaluation server. Results of the presented 47 trackers indicate that modern tracking frameworks are well-suited to deal with convergence of short-term and long-term tracking and that multiple and single target tracking can be considered a single problem. A leaderboard, with participating trackers details, the source code, the datasets, and the evaluation kit are publicly available at the challenge website(1).

Published
2023
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2. The Seventh Visual Object Tracking VOT2019 Challenge Results

Author

Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, Ni, Zihan, Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, and Ni, Zihan

Abstract

The Visual Object Tracking challenge VOT2019 is the seventh annual tracker benchmarking activity organized by the VOT initiative. Results of 81 trackers are presented; many are state-of-the-art trackers published at major computer vision conferences or in journals in the recent years. The evaluation included the standard VOT and other popular methodologies for short-term tracking analysis as well as the standard VOT methodology for long-term tracking analysis. The VOT2019 challenge was composed of five challenges focusing on different tracking domains: (i) VOT-ST2019 challenge focused on short-term tracking in RGB, (ii) VOT-RT2019 challenge focused on "real-time" short-term tracking in RGB, (iii) VOT-LT2019 focused on long-term tracking namely coping with target disappearance and reappearance. Two new challenges have been introduced: (iv) VOT-RGBT2019 challenge focused on short-term tracking in RGB and thermal imagery and (v) VOT-RGBD2019 challenge focused on long-term tracking in RGB and depth imagery. The VOT-ST2019, VOT-RT2019 and VOT-LT2019 datasets were refreshed while new datasets were introduced for VOT-RGBT2019 and VOT-RGBD2019. The VOT toolkit has been updated to support both standard short-term, long-term tracking and tracking with multi-channel imagery. Performance of the tested trackers typically by far exceeds standard baselines. The source code for most of the trackers is publicly available from the VOT page. The dataset, the evaluation kit and the results are publicly available at the challenge website(1)., Funding Agencies|Slovenian research agencySlovenian Research Agency - Slovenia [J2-8175, P2-0214, P2-0094]; Czech Science Foundation Project GACR [P103/12/G084]; MURI project - MoD/DstlMURI; EPSRCEngineering & Physical Sciences Research Council (EPSRC) [EP/N019415/1]; WASP; VR (ELLIIT, LAST, and NCNN); SSF (SymbiCloud); AIT Strategic Research Programme; Faculty of Computer Science, University of Ljubljana, Slovenia

Published
2019
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3. The Seventh Visual Object Tracking VOT2019 Challenge Results

Author

Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, Ni, Zihan, Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, and Ni, Zihan

Abstract

The Visual Object Tracking challenge VOT2019 is the seventh annual tracker benchmarking activity organized by the VOT initiative. Results of 81 trackers are presented; many are state-of-the-art trackers published at major computer vision conferences or in journals in the recent years. The evaluation included the standard VOT and other popular methodologies for short-term tracking analysis as well as the standard VOT methodology for long-term tracking analysis. The VOT2019 challenge was composed of five challenges focusing on different tracking domains: (i) VOT-ST2019 challenge focused on short-term tracking in RGB, (ii) VOT-RT2019 challenge focused on "real-time" short-term tracking in RGB, (iii) VOT-LT2019 focused on long-term tracking namely coping with target disappearance and reappearance. Two new challenges have been introduced: (iv) VOT-RGBT2019 challenge focused on short-term tracking in RGB and thermal imagery and (v) VOT-RGBD2019 challenge focused on long-term tracking in RGB and depth imagery. The VOT-ST2019, VOT-RT2019 and VOT-LT2019 datasets were refreshed while new datasets were introduced for VOT-RGBT2019 and VOT-RGBD2019. The VOT toolkit has been updated to support both standard short-term, long-term tracking and tracking with multi-channel imagery. Performance of the tested trackers typically by far exceeds standard baselines. The source code for most of the trackers is publicly available from the VOT page. The dataset, the evaluation kit and the results are publicly available at the challenge website(1)., Funding Agencies|Slovenian research agencySlovenian Research Agency - Slovenia [J2-8175, P2-0214, P2-0094]; Czech Science Foundation Project GACR [P103/12/G084]; MURI project - MoD/DstlMURI; EPSRCEngineering & Physical Sciences Research Council (EPSRC) [EP/N019415/1]; WASP; VR (ELLIIT, LAST, and NCNN); SSF (SymbiCloud); AIT Strategic Research Programme; Faculty of Computer Science, University of Ljubljana, Slovenia

Published
2019
Full Text
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4. The Seventh Visual Object Tracking VOT2019 Challenge Results

Author

Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, Ni, Zihan, Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, and Ni, Zihan

Abstract

The Visual Object Tracking challenge VOT2019 is the seventh annual tracker benchmarking activity organized by the VOT initiative. Results of 81 trackers are presented; many are state-of-the-art trackers published at major computer vision conferences or in journals in the recent years. The evaluation included the standard VOT and other popular methodologies for short-term tracking analysis as well as the standard VOT methodology for long-term tracking analysis. The VOT2019 challenge was composed of five challenges focusing on different tracking domains: (i) VOT-ST2019 challenge focused on short-term tracking in RGB, (ii) VOT-RT2019 challenge focused on "real-time" short-term tracking in RGB, (iii) VOT-LT2019 focused on long-term tracking namely coping with target disappearance and reappearance. Two new challenges have been introduced: (iv) VOT-RGBT2019 challenge focused on short-term tracking in RGB and thermal imagery and (v) VOT-RGBD2019 challenge focused on long-term tracking in RGB and depth imagery. The VOT-ST2019, VOT-RT2019 and VOT-LT2019 datasets were refreshed while new datasets were introduced for VOT-RGBT2019 and VOT-RGBD2019. The VOT toolkit has been updated to support both standard short-term, long-term tracking and tracking with multi-channel imagery. Performance of the tested trackers typically by far exceeds standard baselines. The source code for most of the trackers is publicly available from the VOT page. The dataset, the evaluation kit and the results are publicly available at the challenge website(1)., Funding Agencies|Slovenian research agencySlovenian Research Agency - Slovenia [J2-8175, P2-0214, P2-0094]; Czech Science Foundation Project GACR [P103/12/G084]; MURI project - MoD/DstlMURI; EPSRCEngineering & Physical Sciences Research Council (EPSRC) [EP/N019415/1]; WASP; VR (ELLIIT, LAST, and NCNN); SSF (SymbiCloud); AIT Strategic Research Programme; Faculty of Computer Science, University of Ljubljana, Slovenia

Published
2019
Full Text
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5. The Seventh Visual Object Tracking VOT2019 Challenge Results

Author

Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, Ni, Zihan, Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, and Ni, Zihan

Abstract

The Visual Object Tracking challenge VOT2019 is the seventh annual tracker benchmarking activity organized by the VOT initiative. Results of 81 trackers are presented; many are state-of-the-art trackers published at major computer vision conferences or in journals in the recent years. The evaluation included the standard VOT and other popular methodologies for short-term tracking analysis as well as the standard VOT methodology for long-term tracking analysis. The VOT2019 challenge was composed of five challenges focusing on different tracking domains: (i) VOT-ST2019 challenge focused on short-term tracking in RGB, (ii) VOT-RT2019 challenge focused on "real-time" short-term tracking in RGB, (iii) VOT-LT2019 focused on long-term tracking namely coping with target disappearance and reappearance. Two new challenges have been introduced: (iv) VOT-RGBT2019 challenge focused on short-term tracking in RGB and thermal imagery and (v) VOT-RGBD2019 challenge focused on long-term tracking in RGB and depth imagery. The VOT-ST2019, VOT-RT2019 and VOT-LT2019 datasets were refreshed while new datasets were introduced for VOT-RGBT2019 and VOT-RGBD2019. The VOT toolkit has been updated to support both standard short-term, long-term tracking and tracking with multi-channel imagery. Performance of the tested trackers typically by far exceeds standard baselines. The source code for most of the trackers is publicly available from the VOT page. The dataset, the evaluation kit and the results are publicly available at the challenge website(1)., Funding Agencies|Slovenian research agencySlovenian Research Agency - Slovenia [J2-8175, P2-0214, P2-0094]; Czech Science Foundation Project GACR [P103/12/G084]; MURI project - MoD/DstlMURI; EPSRCEngineering & Physical Sciences Research Council (EPSRC) [EP/N019415/1]; WASP; VR (ELLIIT, LAST, and NCNN); SSF (SymbiCloud); AIT Strategic Research Programme; Faculty of Computer Science, University of Ljubljana, Slovenia

Published
2019
Full Text
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6. The Seventh Visual Object Tracking VOT2019 Challenge Results

Author

Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, Ni, Zihan, Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, and Ni, Zihan

Abstract

The Visual Object Tracking challenge VOT2019 is the seventh annual tracker benchmarking activity organized by the VOT initiative. Results of 81 trackers are presented; many are state-of-the-art trackers published at major computer vision conferences or in journals in the recent years. The evaluation included the standard VOT and other popular methodologies for short-term tracking analysis as well as the standard VOT methodology for long-term tracking analysis. The VOT2019 challenge was composed of five challenges focusing on different tracking domains: (i) VOT-ST2019 challenge focused on short-term tracking in RGB, (ii) VOT-RT2019 challenge focused on "real-time" short-term tracking in RGB, (iii) VOT-LT2019 focused on long-term tracking namely coping with target disappearance and reappearance. Two new challenges have been introduced: (iv) VOT-RGBT2019 challenge focused on short-term tracking in RGB and thermal imagery and (v) VOT-RGBD2019 challenge focused on long-term tracking in RGB and depth imagery. The VOT-ST2019, VOT-RT2019 and VOT-LT2019 datasets were refreshed while new datasets were introduced for VOT-RGBT2019 and VOT-RGBD2019. The VOT toolkit has been updated to support both standard short-term, long-term tracking and tracking with multi-channel imagery. Performance of the tested trackers typically by far exceeds standard baselines. The source code for most of the trackers is publicly available from the VOT page. The dataset, the evaluation kit and the results are publicly available at the challenge website(1)., Funding Agencies|Slovenian research agencySlovenian Research Agency - Slovenia [J2-8175, P2-0214, P2-0094]; Czech Science Foundation Project GACR [P103/12/G084]; MURI project - MoD/DstlMURI; EPSRCEngineering & Physical Sciences Research Council (EPSRC) [EP/N019415/1]; WASP; VR (ELLIIT, LAST, and NCNN); SSF (SymbiCloud); AIT Strategic Research Programme; Faculty of Computer Science, University of Ljubljana, Slovenia

Published
2019
Full Text
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7. The Seventh Visual Object Tracking VOT2019 Challenge Results

Author

Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, Ni, Zihan, Kristanl, Matej, Matas, Jiri, Leonardis, Ales, Felsberg, Michael, Pflugfelder, Roman, Kamarainen, Joni-Kristian, Zajc, Luka Cehovin, Drbohlav, Ondrej, Lukezic, Alan, Berg, Amanda, Eldesokey, Abdelrahman, Kapyla, Jani, Fernandez, Gustavo, Gonzalez-Garcia, Abel, Memarrnoghadam, Alireza, Lu, Andong, He, Anfeng, Varfolomieiev, Anton, Chan, Antoni, Tripathi, Ardhendu Shekhar, Smeulders, Arnold, Pedasingu, Bala Suraj, Chen, Bao Xin, Zhang, Baopeng, Wu, Baoyuan, Li, Bi, He, Bin, Yan, Bin, Bai, Bing, Li, Bing, Li, Bo, Kim, Bycong Hak, Ma, Chao, Fang, Chen, Qian, Chen, Chen, Cheng, Li, Chenglong, Zhang, Chengquan, Tsai, Chi-Yi, Luo, Chong, Micheloni, Christian, Zhang, Chunhui, Tao, Dacheng, Gupta, Deepak, Song, Dejia, Wang, Dong, Gavves, Efstratios, Yi, Eunu, Khan, Fahad Shahbaz, Zhang, Fangyi, Wang, Fei, Zhao, Fei, De Ath, George, Bhat, Goutam, Chen, Guanqi, Wang, Guangting, Li, Guoxuan, Cevikalp, Hakan, Du, Hao, Zhao, Haojie, Saribas, Hasan, Jung, Ho Min, Bai, Hongliang, Yu, Hongyuan, Peng, Houwen, Lu, Huchuan, Li, Hui, Li, Jiakun, Li, Jianhu, Fu, Jianlong, Chen, Jie, Gao, Jie, Zhao, Jie, Tang, Jin, Li, Jing, Wu, Jingjing, Liu, Jingtuo, Wang, Jinqiao, Qi, Jingqing, Zhang, Jingyue, Tsotsos, John K., Lee, John Hyuk, van de Weijer, Joost, Kittler, Josef, Lee, Jun Ha, Zhuang, Junfei, Zhang, Kangkai, wang, Kangkang, Dai, Kenan, Chen, Lei, Liu, Lei, Guo, Leida, Zhang, Li, Wang, Liang, Wang, Liangliang, Zhang, Lichao, Wang, Lijun, Zhou, Lijun, Zheng, Linyu, Rout, Litu, Van Gool, Luc, Bertinetto, Luca, Danelljan, Martin, Dunnhofer, Matteo, Ni, Meng, Kim, Min Young, Tang, Ming, Yang, Ming-Hsuan, Paluru, Naveen, Martine, Niki, Xu, Pengfei, Zhang, Pengfei, Zheng, Pengkun, Zhang, Pengyu, Torr, Philip H. S., Wang, Qi Zhang Qiang, Gua, Qing, Timofte, Radu, Gorthi, Rama Krishna, Everson, Richard, Han, Ruize, Zhang, Ruohan, You, Shan, Zhao, Shao-Chuan, Zhao, Shengwei, Li, Shihu, Li, Shikun, Ge, Shiming, Bai, Shuai, Guan, Shuosen, Xing, Tengfei, Xu, Tianyang, Yang, Tianyu, Zhang, Ting, Vojir, Tomas, Feng, Wei, Hu, Weiming, Wang, Weizhao, Tang, Wenjie, Zeng, Wenjun, Liu, Wenyu, Chen, Xi, Qiu, Xi, Bai, Xiang, Wu, Xiao-Jun, Yang, Xiaoyun, Chen, Xier, Li, Xin, Sun, Xing, Chen, Xingyu, Tian, Xinmei, Tang, Xu, Zhu, Xue-Feng, Huang, Yan, Chen, Yanan, Lian, Yanchao, Gu, Yang, Liu, Yang, Chen, Yanjie, Zhang, Yi, Xu, Yinda, Wang, Yingming, Li, Yingping, Zhou, Yu, Dong, Yuan, Xu, Yufei, Zhang, Yunhua, Li, Yunkun, Luo, Zeyu Wang Zhao, Zhang, Zhaoliang, Feng, Zhen-Hua, He, Zhenyu, Song, Zhichao, Chen, Zhihao, Zhang, Zhipeng, Wu, Zhirong, Xiong, Zhiwei, Huang, Zhongjian, Teng, Zhu, and Ni, Zihan

Abstract

The Visual Object Tracking challenge VOT2019 is the seventh annual tracker benchmarking activity organized by the VOT initiative. Results of 81 trackers are presented; many are state-of-the-art trackers published at major computer vision conferences or in journals in the recent years. The evaluation included the standard VOT and other popular methodologies for short-term tracking analysis as well as the standard VOT methodology for long-term tracking analysis. The VOT2019 challenge was composed of five challenges focusing on different tracking domains: (i) VOT-ST2019 challenge focused on short-term tracking in RGB, (ii) VOT-RT2019 challenge focused on "real-time" short-term tracking in RGB, (iii) VOT-LT2019 focused on long-term tracking namely coping with target disappearance and reappearance. Two new challenges have been introduced: (iv) VOT-RGBT2019 challenge focused on short-term tracking in RGB and thermal imagery and (v) VOT-RGBD2019 challenge focused on long-term tracking in RGB and depth imagery. The VOT-ST2019, VOT-RT2019 and VOT-LT2019 datasets were refreshed while new datasets were introduced for VOT-RGBT2019 and VOT-RGBD2019. The VOT toolkit has been updated to support both standard short-term, long-term tracking and tracking with multi-channel imagery. Performance of the tested trackers typically by far exceeds standard baselines. The source code for most of the trackers is publicly available from the VOT page. The dataset, the evaluation kit and the results are publicly available at the challenge website(1)., Funding Agencies|Slovenian research agencySlovenian Research Agency - Slovenia [J2-8175, P2-0214, P2-0094]; Czech Science Foundation Project GACR [P103/12/G084]; MURI project - MoD/DstlMURI; EPSRCEngineering & Physical Sciences Research Council (EPSRC) [EP/N019415/1]; WASP; VR (ELLIIT, LAST, and NCNN); SSF (SymbiCloud); AIT Strategic Research Programme; Faculty of Computer Science, University of Ljubljana, Slovenia

Published
2019
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