MOT16 swMATH ID: 39251 Software Authors: Anton Milan, Laura Leal-Taixe, Ian Reid, Stefan Roth, Konrad Schindler Description: MOT16: A Benchmark for Multi-Object Tracking. Standardized benchmarks are crucial for the majority of computer vision applications. Although leaderboards and ranking tables should not be over-claimed, benchmarks often provide the most objective measure of performance and are therefore important guides for reseach. Recently, a new benchmark for Multiple Object Tracking, MOTChallenge, was launched with the goal of collecting existing and new data and creating a framework for the standardized evaluation of multiple object tracking methods. The first release of the benchmark focuses on multiple people tracking, since pedestrians are by far the most studied object in the tracking community. This paper accompanies a new release of the MOTChallenge benchmark. Unlike the initial release, all videos of MOT16 have been carefully annotated following a consistent protocol. Moreover, it not only offers a significant increase in the number of labeled boxes, but also provides multiple object classes beside pedestrians and the level of visibility for every single object of interest. Homepage: https://paperswithcode.com/paper/mot16-a-benchmark-for-multi-object-tracking Related Software: ImageNet; GitHub; Faster R-CNN; Adam; MOTS; KITTI; OpenPose; SMPL; PyTorch; SSD; GSNet; CarFusion; DeepLabCut; Occlusion-Net; LightTrack; DeeperCut; HigherHRNet; MultiPoseNet; PersonLab; RMPE Cited in: 7 Documents all top 5 Cited by 33 Authors 1 Akdag, Herman 1 Bethge, Matthias 1 Black, Michael J. 1 Brendel, Wieland 1 Chitta, Kashyap 1 Ecker, Alexander S. 1 Farou, Brahim 1 Gao, Wen 1 Geiger, Andreas 1 Hoffmann, David T. 1 Jia, Huizhu 1 Konushin, Anton 1 Kouahla, Zine Eddine 1 Kuplyakov, D. 1 Li, Jia 1 Li, Yuan 1 Ma, Cong 1 Ranjan, Anurag 1 Romero, Javier 1 Rouabhia, Houssem Eddine 1 Safaei, Amin 1 Seridi, Hamid 1 Shalnov, E. 1 Sharma, Yash 1 Tang, Siyu 1 Tzionas, Dimitrios 1 Wang, James Z. 1 Weis, Marissa A. 1 Wu, Q. M. Jonathan 1 Xie, Xiaodong 1 Yang, Yimin 1 Ye, Jianbo 1 Zheng, Xinye all top 5 Cited in 6 Serials 2 International Journal of Computer Vision 1 Journal of the Franklin Institute 1 Programming and Computer Software 1 Journal of Machine Learning Research (JMLR) 1 International Journal of Systems Science. Principles and Applications of Systems and Integration 1 SIAM Journal on Mathematics of Data Science Cited in 4 Fields 5 Computer science (68-XX) 2 Systems theory; control (93-XX) 1 Biology and other natural sciences (92-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year