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1. The Sixth Visual Object Tracking VOT2018 Challenge Results

Author

Kristan, Matej, Leonardis, Aleš, Matas, Jirí, Felsberg, Michael, Pflugfelder, Roman, Zajc, Luka Cehovin, Vojírì, Tomáš, Bhat, Goutam, Lukezič, Alan, Eldesokey, Abdelrahman, Fernández, Gustavo, García-Martín, Álvaro, Iglesias-Arias, Álvaro, Alatan, A. Aydin, González-García, Abel, Petrosino, Alfredo, Memarmoghadam, Alireza, Vedaldi, Andrea, Muhič, Andrej, He, Anfeng, Smeulders, Arnold, Perera, Asanka G., Li, Bo, Chen, Boyu, Kim, Changick, Xu, Changsheng, Xiong, Changzhen, Tian, Cheng, Luo, Chong, Sun, Chong, Hao, Cong, Kim, Daijin, Mishra, Deepak, Chen, Deming, Wang, Dong, Wee, Dongyoon, Gavves, Efstratios, Gundogdu, Erhan, Velasco-Salido, Erik, Khan, Fahad Shahbaz, Yang, Fan, Zhao, Fei, Li, Feng, Battistone, Francesco, De Ath, George, Subrahmanyam, Gorthi R. K. S., Bastos, Guilherme, Ling, Haibin, Galoogahi, Hamed Kiani, Lee, Hankyeol, Li, Haojie, Zhao, Haojie, Fan, Heng, Zhang, Honggang, Possegger, Horst, Li, Houqiang, Lu, Huchuan, Zhi, Hui, Li, Huiyun, Lee, Hyemin, Chang, Hyung Jin, Drummond, Isabela, Valmadre, Jack, Martin, Jaime Spencer, Chahl, Javaan, Choi, Jin Young, Li, Jing, Wang, Jinqiao, Qi, Jinqing, Sung, Jinyoung, Johnander, Joakim, Henriques, Joao, Choi, Jongwon, van de Weijer, Joost, Herranz, Jorge Rodríguez, Martínez, José M., Kittler, Josef, Zhuang, Junfei, Gao, Junyu, Grm, Klemen, Zhang, Lichao, Wang, Lijun, Yang, Lingxiao, Rout, Litu, Si, Liu, Bertinetto, Luca, Chu, Lutao, Che, Manqiang, Maresca, Mario Edoardo, Danelljan, Martin, Yang, Ming-Hsuan, Abdelpakey, Mohamed, Shehata, Mohamed, Kang, Myunggu, Lee, Namhoon, Wang, Ning, Miksik, Ondrej, Moallem, P., Vicente-Moñivar, Pablo, Senna, Pedro, Li, Peixia, Torr, Philip, Raju, Priya Mariam, Ruihe, Qian, Wang, Qiang, Zhou, Qin, Guo, Qing, Martín-Nieto, Rafael, Gorthi, Rama Krishna, Tao, Ran, Bowden, Richard, Everson, Richard, Wang, Runling, Yun, Sangdoo, Choi, Seokeon, Vivas, Sergio, Bai, Shuai, Huang, Shuangping, Wu, Sihang, Hadfield, Simon, Wang, Siwen, Golodetz, Stuart, Ming, Tang, Xu, Tianyang, Zhang, Tianzhu, Fischer, Tobias, Santopietro, Vincenzo, Štruc, Vitomir, Wei, Wang, Zuo, Wangmeng, Feng, Wei, Wu, Wei, Zou, Wei, Hu, Weiming, Zhou, Wengang, Zeng, Wenjun, Zhang, Xiaofan, Wu, Xiaohe, Wu, Xiao-Jun, Tian, Xinmei, Li, Yan, Lu, Yan, Law, Yee Wei, Wu, Yi, Demiris, Yiannis, Yang, Yicai, Jiao, Yifan, Li, Yuhong, Zhang, Yunhua, Sun, Yuxuan, Zhang, Zheng, Zhu, Zheng, Feng, Zhen-Hua, Wang, Zhihui, He, Zhiqun, Kristan, Matej, Leonardis, Aleš, Matas, Jirí, Felsberg, Michael, Pflugfelder, Roman, Zajc, Luka Cehovin, Vojírì, Tomáš, Bhat, Goutam, Lukezič, Alan, Eldesokey, Abdelrahman, Fernández, Gustavo, García-Martín, Álvaro, Iglesias-Arias, Álvaro, Alatan, A. Aydin, González-García, Abel, Petrosino, Alfredo, Memarmoghadam, Alireza, Vedaldi, Andrea, Muhič, Andrej, He, Anfeng, Smeulders, Arnold, Perera, Asanka G., Li, Bo, Chen, Boyu, Kim, Changick, Xu, Changsheng, Xiong, Changzhen, Tian, Cheng, Luo, Chong, Sun, Chong, Hao, Cong, Kim, Daijin, Mishra, Deepak, Chen, Deming, Wang, Dong, Wee, Dongyoon, Gavves, Efstratios, Gundogdu, Erhan, Velasco-Salido, Erik, Khan, Fahad Shahbaz, Yang, Fan, Zhao, Fei, Li, Feng, Battistone, Francesco, De Ath, George, Subrahmanyam, Gorthi R. K. S., Bastos, Guilherme, Ling, Haibin, Galoogahi, Hamed Kiani, Lee, Hankyeol, Li, Haojie, Zhao, Haojie, Fan, Heng, Zhang, Honggang, Possegger, Horst, Li, Houqiang, Lu, Huchuan, Zhi, Hui, Li, Huiyun, Lee, Hyemin, Chang, Hyung Jin, Drummond, Isabela, Valmadre, Jack, Martin, Jaime Spencer, Chahl, Javaan, Choi, Jin Young, Li, Jing, Wang, Jinqiao, Qi, Jinqing, Sung, Jinyoung, Johnander, Joakim, Henriques, Joao, Choi, Jongwon, van de Weijer, Joost, Herranz, Jorge Rodríguez, Martínez, José M., Kittler, Josef, Zhuang, Junfei, Gao, Junyu, Grm, Klemen, Zhang, Lichao, Wang, Lijun, Yang, Lingxiao, Rout, Litu, Si, Liu, Bertinetto, Luca, Chu, Lutao, Che, Manqiang, Maresca, Mario Edoardo, Danelljan, Martin, Yang, Ming-Hsuan, Abdelpakey, Mohamed, Shehata, Mohamed, Kang, Myunggu, Lee, Namhoon, Wang, Ning, Miksik, Ondrej, Moallem, P., Vicente-Moñivar, Pablo, Senna, Pedro, Li, Peixia, Torr, Philip, Raju, Priya Mariam, Ruihe, Qian, Wang, Qiang, Zhou, Qin, Guo, Qing, Martín-Nieto, Rafael, Gorthi, Rama Krishna, Tao, Ran, Bowden, Richard, Everson, Richard, Wang, Runling, Yun, Sangdoo, Choi, Seokeon, Vivas, Sergio, Bai, Shuai, Huang, Shuangping, Wu, Sihang, Hadfield, Simon, Wang, Siwen, Golodetz, Stuart, Ming, Tang, Xu, Tianyang, Zhang, Tianzhu, Fischer, Tobias, Santopietro, Vincenzo, Štruc, Vitomir, Wei, Wang, Zuo, Wangmeng, Feng, Wei, Wu, Wei, Zou, Wei, Hu, Weiming, Zhou, Wengang, Zeng, Wenjun, Zhang, Xiaofan, Wu, Xiaohe, Wu, Xiao-Jun, Tian, Xinmei, Li, Yan, Lu, Yan, Law, Yee Wei, Wu, Yi, Demiris, Yiannis, Yang, Yicai, Jiao, Yifan, Li, Yuhong, Zhang, Yunhua, Sun, Yuxuan, Zhang, Zheng, Zhu, Zheng, Feng, Zhen-Hua, Wang, Zhihui, and He, Zhiqun

Abstract

The Visual Object Tracking challenge VOT2018 is the sixth annual tracker benchmarking activity organized by the VOT initiative. Results of over eighty 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 and a “real-time” experiment simulating a situation where a tracker processes images as if provided by a continuously running sensor. A long-term tracking subchallenge has been introduced to the set of standard VOT sub-challenges. The new subchallenge focuses on long-term tracking properties, namely coping with target disappearance and reappearance. A new dataset has been compiled and a performance evaluation methodology that focuses on long-term tracking capabilities has been adopted. The VOT toolkit has been updated to support both standard short-term and the new long-term tracking subchallenges. 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 (http://votchallenge.net)., Funding agencies: Slovenian research agencySlovenian Research Agency - Slovenia [P2-0214, P2-0094, J2-8175]; Czech Science FoundationGrant Agency of the Czech Republic [GACR P103/12/G084]; WASP; VR (EMC2); SSF (SymbiCloud); SNIC; AIT Strategic Research Programme 2017 Visua

Published
2019
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2. The Visual Object Tracking VOT2017 challenge results

Author

Kristan, Matej, Leonardis, Ales, Matas, Jiri, Felsberg, Michael, Pflugfelder, Roman, Zajc, Luka Cehovin, Vojir, Tomas, Häger, Gustav, Lukezic, Alan, Eldesokey, Abdelrahman, Fernandez, Gustavo, Garcia-Martin, Alvaro, Muhic, A., Petrosino, Alfredo, Memarmoghadam, Alireza, Vedaldi, Andrea, Manzanera, Antoine, Tran, Antoine, Alatan, Aydin, Mocanu, Bogdan, Chen, Boyu, Huang, Chang, Xu, Changsheng, Sun, Chong, Du, Dalong, Zhang, David, Du, Dawei, Mishra, Deepak, Gundogdu, Erhan, Velasco-Salido, Erik, Khan, Fahad, Battistone, Francesco, Subrahmanyam, Gorthi R. K. Sai, Bhat, Goutam, Huang, Guan, Bastos, Guilherme, Seetharaman, Guna, Zhang, Hongliang, Li, Houqiang, Lu, Huchuan, Drummond, Isabela, Valmadre, Jack, Jeong, Jae-Chan, Cho, Jae-Il, Lee, Jae-Yeong, Noskova, Jana, Zhu, Jianke, Gao, Jin, Liu, Jingyu, Kim, Ji-Wan, Henriques, Joao F., Martinez, Jose M., Zhuang, Junfei, Xing, Junliang, Gao, Junyu, Chen, Kai, Palaniappan, Kannappan, Lebeda, Karel, Gao, Ke, Kitani, Kris M., Zhang, Lei, Wang, Lijun, Yang, Lingxiao, Wen, Longyin, Bertinetto, Luca, Poostchi, Mahdieh, Danelljan, Martin, Mueller, Matthias, Zhang, Mengdan, Yang, Ming-Hsuan, Xie, Nianhao, Wang, Ning, Miksik, Ondrej, Moallem, P., Venugopal, Pallavi M., Senna, Pedro, Torr, Philip H. S., Wang, Qiang, Yu, Qifeng, Huang, Qingming, Martin-Nieto, Rafael, Bowden, Richard, Liu, Risheng, Tapu, Ruxandra, Hadfield, Simon, Lyu, Siwei, Golodetz, Stuart, Choi, Sunglok, Zhang, Tianzhu, Zaharia, Titus, Santopietro, Vincenzo, Zou, Wei, Hu, Weiming, Tao, Wenbing, Li, Wenbo, Zhou, Wengang, Yu, Xianguo, Bian, Xiao, Li, Yang, Xing, Yifan, Fan, Yingruo, Zhu, Zheng, Zhang, Zhipeng, He, Zhiqun, Kristan, Matej, Leonardis, Ales, Matas, Jiri, Felsberg, Michael, Pflugfelder, Roman, Zajc, Luka Cehovin, Vojir, Tomas, Häger, Gustav, Lukezic, Alan, Eldesokey, Abdelrahman, Fernandez, Gustavo, Garcia-Martin, Alvaro, Muhic, A., Petrosino, Alfredo, Memarmoghadam, Alireza, Vedaldi, Andrea, Manzanera, Antoine, Tran, Antoine, Alatan, Aydin, Mocanu, Bogdan, Chen, Boyu, Huang, Chang, Xu, Changsheng, Sun, Chong, Du, Dalong, Zhang, David, Du, Dawei, Mishra, Deepak, Gundogdu, Erhan, Velasco-Salido, Erik, Khan, Fahad, Battistone, Francesco, Subrahmanyam, Gorthi R. K. Sai, Bhat, Goutam, Huang, Guan, Bastos, Guilherme, Seetharaman, Guna, Zhang, Hongliang, Li, Houqiang, Lu, Huchuan, Drummond, Isabela, Valmadre, Jack, Jeong, Jae-Chan, Cho, Jae-Il, Lee, Jae-Yeong, Noskova, Jana, Zhu, Jianke, Gao, Jin, Liu, Jingyu, Kim, Ji-Wan, Henriques, Joao F., Martinez, Jose M., Zhuang, Junfei, Xing, Junliang, Gao, Junyu, Chen, Kai, Palaniappan, Kannappan, Lebeda, Karel, Gao, Ke, Kitani, Kris M., Zhang, Lei, Wang, Lijun, Yang, Lingxiao, Wen, Longyin, Bertinetto, Luca, Poostchi, Mahdieh, Danelljan, Martin, Mueller, Matthias, Zhang, Mengdan, Yang, Ming-Hsuan, Xie, Nianhao, Wang, Ning, Miksik, Ondrej, Moallem, P., Venugopal, Pallavi M., Senna, Pedro, Torr, Philip H. S., Wang, Qiang, Yu, Qifeng, Huang, Qingming, Martin-Nieto, Rafael, Bowden, Richard, Liu, Risheng, Tapu, Ruxandra, Hadfield, Simon, Lyu, Siwei, Golodetz, Stuart, Choi, Sunglok, Zhang, Tianzhu, Zaharia, Titus, Santopietro, Vincenzo, Zou, Wei, Hu, Weiming, Tao, Wenbing, Li, Wenbo, Zhou, Wengang, Yu, Xianguo, Bian, Xiao, Li, Yang, Xing, Yifan, Fan, Yingruo, Zhu, Zheng, Zhang, Zhipeng, and He, Zhiqun

Abstract

The Visual Object Tracking challenge VOT2017 is the fifth annual tracker benchmarking activity organized by the VOT initiative. Results of 51 trackers are presented; many are state-of-the-art published at major computer vision conferences or journals in recent years. The evaluation included the standard VOT and other popular methodologies and a new "real-time" experiment simulating a situation where a tracker processes images as if provided by a continuously running sensor. 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 VOT2017 goes beyond its predecessors by (i) improving the VOT public dataset and introducing a separate VOT2017 sequestered dataset, (ii) introducing a realtime tracking experiment and (iii) releasing a redesigned toolkit that supports complex experiments. The dataset, the evaluation kit and the results are publicly available at the challenge website(1)., Funding Agencies|Slovenian research agency research programs [P2-0214, P2-0094]; Slovenian research agency project [J2-8175]; Czech Science Foundation Project [GACR P103/12/G084]; WASP; VR (EMC2); SSF (SymbiCloud); SNIC; AIT Strategic Research Programme Visual Surveillance and Insight; Faculty of Computer Science, University of Ljubljana, Slovenia

Published
2017
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3. The Sixth Visual Object Tracking VOT2018 Challenge Results

Author

Houqiang Li, Huchuan Lu, Siwen Wang, Rafael Martin-Nieto, Efstratios Gavves, Feng Li, Manqiang Che, Erhan Gundogdu, Priya Mariam Raju, Xiaofan Zhang, Roman Pflugfelder, Yan Lu, Xinmei Tian, Martin Danelljan, Deepak Mishra, Guilherme Sousa Bastos, Honggang Zhang, Heng Fan, Mohamed H. Abdelpakey, Zhen-Hua Feng, Wang Wei, Andrej Muhič, Wengang Zhou, Deming Chen, Haojie Zhao, Sihang Wu, Richard M. Everson, Junfei Zhuang, Qin Zhou, Myunggu Kang, Abel Gonzalez-Garcia, Pablo Vicente-Moñivar, Richard Bowden, Horst Possegger, Yicai Yang, Andrea Vedaldi, Jaime Spencer Martin, Jongwon Choi, Yunhua Zhang, Yiannis Demiris, Seokeon Choi, Alireza Memarmoghadam, Wangmeng Zuo, Changzhen Xiong, Yuxuan Sun, Daijin Kim, Yuhong Li, Qing Guo, Tang Ming, Arnold W. M. Smeulders, Hamed Kiani Galoogahi, Zhihui Wang, Asanka G. Perera, Fahad Shahbaz Khan, George De Ath, Shuangping Huang, Qian Ruihe, Philip H. S. Torr, Haojie Li, Zhiqun He, João F. Henriques, Namhoon Lee, Chong Sun, Jorge Rodríguez Herranz, Vincenzo Santopietro, Lijun Wang, Qiang Wang, Gustavo Fernandez, Shuai Bai, Weiming Hu, Ondrej Miksik, Dongyoon Wee, Xiaohe Wu, Goutam Bhat, Yifan Jiao, A. Aydin Alatan, Alfredo Petrosino, Ran Tao, Tianyang Xu, Sergio Vivas, Cheng Tian, Yee Wei Law, Wei Feng, José M. Martínez, Luca Bertinetto, Runling Wang, Liu Si, Tianzhu Zhang, Tomas Vojir, Mario Edoardo Maresca, Lichao Zhang, Changick Kim, Luka Čehovin Zajc, Lingxiao Yang, Yan Li, Javaan Chahl, Simon Hadfield, Chong Luo, Jiří Matas, Ales Leonardis, Jack Valmadre, Pedro Senna, Josef Kittler, Klemen Grm, Cong Hao, Haibin Ling, Isabela Drummond, Zheng Zhang, Fan Yang, Joakim Johnander, Tobias Fischer, Gorthi R. K. Sai Subrahmanyam, Jinyoung Sung, Jin-Young Choi, Bo Li, Hui Zhi, Álvaro Iglesias-Arias, Joost van de Weijer, Hyung Jin Chang, Jinqing Qi, Michael Felsberg, Francesco Battistone, Sangdoo Yun, Wei Zou, Huiyun Li, Boyu Chen, Zheng Zhu, Jing Li, Abdelrahman Eldesokey, Litu Rout, Matej Kristan, Mohamed Shehata, Fei Zhao, Changsheng Xu, Alan Lukežič, Yi Wu, Wenjun Zeng, Lutao Chu, Vitomir Struc, Stuart Golodetz, Alvaro Garcia-Martin, Dong Wang, Junyu Gao, Hankyeol Lee, Hyemin Lee, Ning Wang, Wei Wu, Anfeng He, Xiaojun Wu, Rama Krishna Sai Subrahmanyam Gorthi, Payman Moallem, Peixia Li, Jinqiao Wang, Erik Velasco-Salido, Ming-Hsuan Yang, Kristan, Matej, Leonardis, Ales, Matas, Jiri, Felsberg, Michael, Perera, Asanka G, Chahl, Javaan, Law, Yee Wei, and He, Zhiqun

Subjects
Source code, source code, business.industry, Computer science, Computer Sciences, media_common.quotation_subject, 020206 networking & telecommunications, 02 engineering and technology, Datavetenskap (datalogi), Datorseende och robotik (autonoma system), Video tracking, 0202 electrical engineering, electronic engineering, information engineering, dataset, 020201 artificial intelligence & image processing, Computer vision, Artificial Intelligence & Image Processing, Artificial intelligence, 08 Information and Computing Sciences, tracker benchmarking activity, business, Computer Vision and Robotics (Autonomous Systems), media_common
Abstract

The Visual Object Tracking challenge VOT2018 is the sixth annual tracker benchmarking activity organized by the VOT initiative. Results of over eighty 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 and a “real-time” experiment simulating a situation where a tracker processes images as if provided by a continuously running sensor. A long-term tracking subchallenge has been introduced to the set of standard VOT sub-challenges. The new subchallenge focuses on long-term tracking properties, namely coping with target disappearance and reappearance. A new dataset has been compiled and a performance evaluation methodology that focuses on long-term tracking capabilities has been adopted. The VOT toolkit has been updated to support both standard short-term and the new long-term tracking subchallenges. 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 (http://votchallenge.net). Funding agencies: Slovenian research agencySlovenian Research Agency - Slovenia [P2-0214, P2-0094, J2-8175]; Czech Science FoundationGrant Agency of the Czech Republic [GACR P103/12/G084]; WASP; VR (EMC2); SSF (SymbiCloud); SNIC; AIT Strategic Research Programme 2017 Visua

Published
2019

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