PETS2009 : An old dataset.
KITTI-Tracking : Multi-person or multi-car tracking dataset.
MOT dataset : A dataset for multi-person detection and tracking, mostly used.
UA-DETRAC : A dataset for multi-car detection and tracking.
AVSS2018 Challenge : AVSS2018 Challenge based on UA-DETRAC is opened!
DukeMTMC : A dataset for multi-camera multi-person tracking.
PoseTrack: A dataset for multi-person pose tracking.
NVIDIA AI CITY Challenge: Challenges including "Traffic Flow Analysis", "Anomaly Detection" and "Multi-sensor Vehicle Detection and Reidentification", you may find some insteresting codes on their Github repos
Vis Drone: Tracking videos captured by drone-mounted cameras.
JTA Dataset: A huge dataset for pedestrian pose estimation and tracking in urban scenarios created by exploiting the highly photorealistic video game Grand Theft Auto V developed by Rockstar North.
Baidu Trajectory Interesting dataset for trajectory prediction for Autonomous drive, wait to be opened.
Path Track A new dataset with many scenes.
P Emami,PM Pardalos,L Elefteriadou,S Ranka "Machine Learning Methods for Solving Assignment Problems in Multi-Target Tracking" [paper]
Wenhan Luo, Junliang Xing, Anton Milan, Xiaoqin Zhang, Wei Liu, Xiaowei Zhao and Tae-Kyun Kim, "Multiple Object Tracking: A Literature Review" [paper]
CLEAR MOT : Bernardin, K. & Stiefelhagen, R. "Evaluating Multiple Object Tracking Performance: The CLEAR MOT Metric" [paper]
IDF1 : Ristani, E., Solera, F., Zou, R., Cucchiara, R. & Tomasi, C. "Performance Measures and a Data Set for Multi-Target, Multi-Camera Tracking" [paper]
Evaluation Code: [Python]
Anton Milan [webpage and his source code]
Laura Leal-Taixé [webpage and her source code]
Dynamic Vision and Learning Group [webpage and their source code]
Longyin Wen [webpage and his source code]
Some source codes in above webpage are not listed in below Open Source.Such as:
"Exploiting Hierarchical Dense Structures on Hypergraphs for Multi-Object Tracking"
"Learning an image-based motion context for multiple people tracking"
NT Longyin Wen, Dawei Du, Shengkun Li, Xiao Bian, Siwei Lyu Learning Non-Uniform Hypergraph for Multi-Object Tracking, In AAAI 2019 [paper][code] Waited!
headTracking: Shun Zhang, Jinjun Wang, Zelun Wang, Yihong Gong,Yuehu Liu: "Multi-Target Tracking by Learning Local-to-Global Trajectory Models" in PR 2015 [paper] [code] seems like a repo.
IOU : E. Bochinski, V. Eiselein, T. Sikora. "High-Speed Tracking-by-Detection Without Using Image Information" [paper] [code] In International Workshop on Traffic and Street Surveillance for Safety and Security at IEEE AVSS 2017, 2017.
NMGC-MOT Andrii Maksai, Xinchao Wang, Franc¸ois Fleuret, and Pascal Fua "Non-Markovian Globally Consistent Multi-Object Tracking
" [paper][code] In ICCV 2017
D2T Christoph Feichtenhofer, Axel Pinz, Andrew Zisserman, "Detect to Track and Track to Detect" [paper] [code] In ICCV 2017
H2T : Longyin Wen, Wenbo Li, Junjie Yan, Zhen Lei, Dong Yi, Stan Z. Li. "Multiple Target Tracking Based on Undirected Hierarchical Relation Hypergraph," [paper] [code] IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014.
LDCT : F. Solera, S. Calderara, R. Cucchiara "Learning to Divide and Conquer for Online Multi-Target Tracking" [paper] [code page 1] [code page 2] In Proceedings of International Converence on Computer Vision (ICCV), Santiago Cile, Dec 12-18, 2015
CEM : Anton Milan, Stefan Roth, Konrad Schindler "Continuous Energy Minimization for Multi-Target Tracking" [paper] [code] in pami 2014
OPCNF : Chari, Visesh and Lacoste-Julien, Simon and Laptev, Ivan and Sivic, Josef "On Pairwise Costs for Network Flow Multi-Object Tracking" [paper] [code] In CVPR 2015
KSP : J. Berclaz, F. Fleuret, E. Türetken and P. Fua "Multiple Object Tracking using K-Shortest Paths Optimization" [paper] [code] IEEE Transactions on Pattern Analysis and Machine Intelligence, 2011.
GMCP : Amir Roshan Zamir, Afshin Dehghan, and Mubarak Shah "GMCP-Tracker: Global Multi-object Tracking Using Generalized Minimum Clique Graphs" [paper] [code] European Conference on Computer Vision (ECCV), 2012.
LSST Weitao Feng, Zhihao Hu, Wei Wu, Junjie Yan, Wanli Ouyang "Multi-Object Tracking with Multiple Cues and Switcher-Aware Classification" [paper] SOA tracker on MOT ranking list. No code now.
MOTBeyondPixels Sarthak Sharma, Junaid Ahmed Ansari, J. Krishna Murthy, and K. Madhava Krishna Beyond Pixels: Leveraging Geometry and Shape Cues for Online Multi-Object Tracking In ICRA 2018 [paper][code]
SST Sun. S., Akhtar, N., Song, H., Mian A., & Shah M. (2018). Deep Affinity Network for Multiple Object Tracking[paper][code]: Interesting work and expect the author to update their DPM tracking results on MOT17 benchmark.
MOTDT Long Chen, Haizhou Ai "Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-identification" in ICME 2018 [code][paper]!
TMPORT : E. Ristani and C. Tomasi. Tracking Multiple People Online and in Real Time. in ACCV 2014 [paper] [code]
MOT-RNN : Anton Milan, Seyed Hamid Rezatofighi, Anthony Dick, Konrad Schindler, Ian Reid "Online Multi-target Tracking using Recurrent Neural Networks"[paper] [code] In AAAI 2017.
DeepSort : Wojke, Nicolai and Bewley, Alex and Paulus, Dietrich "Simple Online and Realtime Tracking with a Deep Association Metric" [paper] [code] In ICIP 2017
Sort : Bewley, Alex and Ge, Zongyuan and Ott, Lionel and Ramos, Fabio and Upcroft, Ben "Simple Online and Realtime Tracking"[paper] [code] In ICIP 2016.
MDP : Yu Xiang, Alexandre Alahi, and Silvio Savarese "Learning to Track: Online Multi-Object Tracking by Decision Making
" [paper] [code] In International Conference on Computer Vision (ICCV), 2015
CMOT : S. H. Bae and K. Yoon. "Robust online multi-object tracking based on tracklet confidence and online discriminative appearance learning" [paper] [code] In CVPR 2014
RCMSS : Mohamed A. Naiel1, M. Omair Ahmad, M.N.S. Swamy, Jongwoo Lim, and Ming-Hsuan Yang "Online Multi-Object Tracking Via
Robust Collaborative Model and Sample Selection"[paper] [code] Computer Vision and Image Understanding 2016
MHT-DAM : Chanho Kim, Fuxin Li, Arridhana Ciptadi, James M. Rehg "Multiple Hypothesis Tracking Revisited"[paper] [code] In ICCV 2015
OMPTTH : Jianming Zhang, Liliana Lo Presti and Stan Sclaroff, "Online Multi-Person Tracking by Tracker Hierarchy," [[paper]]() [code] Proc. Int. Conf. on Advanced Video and Signal Based Surveillance (AVSS), 2012.
SMOT : C. Dicle, O. Camps, M. Sznaier. "The Way They Move: Tracking Targets with Similar Appearance" [paper] [code] In ICCV, 2013.
Eldar Insafutdinov, Mykhaylo Andriluka, Leonid Pishchulin, Siyu Tang, Evgeny Levinkov, Bjoern Andres, Bernt Schiele "Art Track: Articulated Multi-Person Tracking in the Wild" [paper]
Manmohan Chandraker, Paul Vernaza, Wongun Choi, Samuel Schulter "Deep Network Flow for Multi-Object Tracking" [paper]
Jeany Son, Mooyeol Baek, Minsu Cho, and Bohyung Han, "Multi-Object Tracking with Quadruplet Convolutional Neural Networks" [paper]
A. Sadeghian, A. Alahi, S. Savarese, Tracking The Untrackable: Learning To Track Multiple Cues with Long-Term Dependencies [paper]
Andrii Maksai, Xinchao Wang, Franc¸ois Fleuret, and Pascal Fua "Non-Markovian Globally Consistent Multi-Object Tracking
Christoph Feichtenhofer, Axel Pinz, Andrew Zisserman, "Detect to Track and Track to Detect" [paper] [code]
Qi Chu, Wanli Ouyang, Xiaogang Wang, Bin Liu, Nenghai Yu "Online Multi-Object Tracking Using CNN-Based Single Object Tracker With Spatial-Temporal Attention Mechanism" [paper]
Zhu, Ji and Yang, Hua and Liu, Nian and Kim, Minyoung and Zhang, Wenjun and Yang, Ming-Hsuan "Online Multi-Object Tracking with Dual Matching Attention Networks" [paper] The source code will be made available to the public！
Ren, Liangliang and Lu, Jiwen and Wang, Zifeng and Tian, Qi and Zhou, Jie "Collaborative Deep Reinforcement Learning for Multi-Object Tracking" [paper]
Kim, Chanho and Li, Fuxin and Rehg, James M "Multi-object Tracking with Neural Gating Using Bilinear LSTM" [paper]
M Fabbri, F Lanzi, S Calderara, A Palazzi "Learning to Detect and Track Visible and Occluded Body Joints in a Virtual World" [paper] [[code]] Waited!
Cong Ma, Changshui Yang, Fan Yang, Yueqing Zhuang, Ziwei Zhang, Huizhu Jia, Xiaodong Xie "Trajectory Factory: Tracklet Cleaving and Re-connection by Deep Siamese Bi-GRU for Multiple Object Tracking" In ICME 2018 [paper]
Kuan Fang, Yu Xiang, Xiaocheng Li and Silvio Savarese "Recurrent Autoregressive Networks for Online Multi-Object Tracking" In IEEE Winter Conference on Applications of Computer Vision (WACV), 2018. [webpage]
Tharindu Fernando, Simon Denman, Sridha Sridharan, Clinton Fookes "Tracking by Prediction: A Deep Generative Model for Mutli-Person localisation and Tracking" In WACV 2018 [paper]
Multi-person Face Tracking
Shun Zhang, Yihong Gong, Jia-Bin Huang, Jongwoo Lim, Jinjun Wang, Narendra Ahuja and Ming-Hsuan Yang "Tracking Persons-of-Interest via Adaptive Discriminative Features" In ECCV 2016 [paper] [code]
Chung-Ching Lin, Ying Hung"A Prior-Less Method for Multi-Face Tracking in Unconstrained Videos" In CVPR 2018 [paper]
Multi-person Pose Tracking
Yuliang Xiu, Jiefeng Li, Haoyu Wang, Yinghong Fang, Cewu Lu "Pose Flow: Efficient Online Pose Tracking" [paper] Idea is interesting but the true source code is not opened.
Bin Xiao, Haiping Wu, and Yichen Wei "Simple Baselines for Human Pose Estimation and Tracking" [paper][code]