Human in Events

Challenge and Dataset on Large-scale Human-centric Video Analysis in Complex Events (HiEve)


Track-1: Multi-person Motion Tracking in Complex Events (with Private Detection)

Trackers with "(Baseline)" in the name are submitted by the HiEve team. Results are obtained by running their official code.

Team Name MOTA w_MOTA IDF1 MT ML FP FN ID_Sw ID_Sw_DT Frag MOTP
ByteTrack 61.6720 56.4451 63.1294 38.3001 21.6159 2822 22852 1031 91 1266 78.0294
Y Zhang, P Sun, Y Jiang, D Yu, Z Yuan, P Luo, .... ByteTrack: Multi-Object Tracking by Associating Every Detection Box. arXiv 2110.06864
Adaptive FairMOT
(MM'20 GC Submission)
60.2282 54.6567 60.0026 41.2382 20.2518 4530 21292 1889 97 1808 74.9261
B Chen,W Huang,C Lin,Z Huang, A Wu,W Zheng, iSEE-SYSU. Transductive Multi-Object Tracking in Complex Events by Interactive Self-Training. In ACM MM'20
RTU++ 60.1363 55.2540 67.0105 32.0042 28.2267 1591 25586 598 85 693 80.7424
Shuai Wang, Hao Sheng, Da Yang, Yang Zhang, Yubin. Extendable Multiple Nodes Recurrent Tracking Framework with RTU++. IEEE TIP 2022
crowdhuman 59.9354 54.7660 62.7748 39.9790 21.3012 4315 22454 1146 90 1368 78.6266
Anonymous submission
JiaRen.AI
(MM'20 GC Submission)
56.0474 50.7631 59.6235 40.5037 23.3998 4689 24670 1265 92 1870 77.7520
Seedland. . http://www.seedland.cc
Crowd-Tracker
(MM'20 GC Submission)
55.5163 49.7725 57.2295 32.9486 22.8751 3439 25783 1772 100 2351 75.3567
Anonymous submission
TestOnly 51.4546 46.2852 47.9070 25.8132 26.1280 3509 28667 1648 90 1866 77.7450
Anonymous submission
CSTrack 48.6559 44.1757 51.4561 20.4617 33.5782 2366 31933 1475 78 2341 76.7313
Anonymous submission
pakf 47.3943 42.9716 54.8539 19.5173 32.9486 4477 31576 600 77 1532 77.9341
Anonymous submission
SGT_noExtraData 47.2020 41.9751 53.6595 24.0294 28.7513 4699 30727 1361 91 2299 75.0732
J Hyun, M Kang, D Wee, DY Yeung. Detection Recovery in Online Multi-Object Tracking with Sparse Graph Tracker. In arxiv, 2022
refine bytetrack 46.8590 42.4363 55.9546 18.9927 33.5782 4472 32010 544 77 1516 77.6597
Anonymous submission
NewTracker
(MM'20 GC Submission)
46.4815 41.4269 43.2299 26.3379 30.8499 4667 30489 2133 88 1981 76.8703
B Shuai, A Berneshawi, M Wang, Amazon. Application of Multi-Object Tracking with Siamese Track-RCNN to the Human in Events Dataset. In ACM MM'20
mediocre tracker
(MM'20 GC Submission)
45.8486 40.5643 48.4525 22.3505 33.4732 3604 32520 1606 92 2735 76.5443
Anonymous submission
Refine FairMOT
(MM'20 GC Submission)
43.5551 38.2708 48.2311 21.3012 32.4239 3155 34612 1561 92 2756 76.5541
Anonymous submission
CT_test
(MM'20 GC Submission)
42.4227 36.7938 38.3825 23.9244 26.5477 5802 29766 4549 98 2940 75.6864
Xingyi Zhou, Vladlen Koltun, and Philipp Krähenb. Tracking Objects as Points. arXiv:2004.01177
CenterTrack(baseline 40.8827 35.7133 45.1104 10.8080 32.2141 3208 36414 1568 90 6417 76.8235
Xingyi Zhou, Vladlen Koltun, Philipp Krähenbühl. Tracking Objects as Points. In ECCV, 2020
FM-pri
(MM'20 GC Submission)
40.0344 34.5778 39.2187 22.2455 27.9119 5948 31791 4042 95 3182 75.2841
Anonymous submission
CrossFairMOT
(MM'20 GC Submission)
39.5981 34.1989 39.3471 16.5792 35.1522 4116 34848 3121 94 2951 74.2715
Anonymous submission
track1-result
(MM'20 GC Submission)
38.9078 34.1404 46.9444 14.7954 41.2382 4906 36422 1238 83 2905 75.5674
Anonymous submission
FairerMOT 36.1134 31.0588 39.8582 17.1039 50.5771 6291 36439 1783 88 2311 74.6581
Anonymous submission
TestDet
(MM'20 GC Submission)
35.8852 30.8306 38.8941 17.7335 39.0346 8367 33998 2307 88 1973 74.4760
Anonymous submission
Tracktor
(MM'20 GC Submission)
35.5508 31.1281 30.9966 11.3326 43.7566 2993 37893 4019 77 3048 75.9995
Anonymous submission
Koala
(MM'20 GC Submission)
35.1948 30.0828 42.9773 18.0483 49.8426 8215 34952 1986 89 2550 75.1317
Anonymous submission
FairMOT(baseline) 35.0298 30.4922 46.6524 16.2644 44.1763 6523 37750 995 79 2312 75.5656
Yifu Zhang, Chunyu Wang, Xinggang Wang, Wenjun Zen. A Simple Baseline for Multi-Object Tracking. In CVPR, 2020
test_asdas 34.0954 29.5003 40.8907 15.7398 36.0965 8519 35506 1894 80 2512 73.5456
Anonymous submission
JDE(baseline) 33.1180 27.7762 36.0194 15.1102 24.1343 9526 33327 3747 93 3605 72.2680
Zhongdao Wang, Liang Zheng, Yixuan Liu, Yali Li, S. Towards Real-Time Multi-Object Tracking. In ECCV, 2020
FMMot
(MM'20 GC Submission)
29.2271 25.5511 35.4533 7.9748 62.3295 1044 47466 801 64 2138 76.8186
Anonymous submission
sqga_abla 28.7348 24.1397 35.2481 14.5855 48.6884 9017 39096 1541 80 2033 74.1055
Anonymous submission
person-tracker(p)
(MM'20 GC Submission)
28.0158 22.9612 41.3971 20.8814 32.7387 18492 29693 1970 88 1836 72.9679
Anonymous submission
DeepSORT (Baseline) 27.1159 21.9465 28.5525 8.4995 41.4481 5894 42668 2220 90 3122 70.4732
N Wojke, A Bewley, D Paulus. Simple Online and Realtime Tracking with a Deep Association Metric. In ICIP, 2017
CT 16.7348 11.4505 27.8445 16.3694 39.3494 17737 34528 5750 92 3892 73.4348
Anonymous submission
result
(MM'20 GC Submission)
11.5838 7.6780 29.7872 3.8825 55.6139 13217 47307 1080 68 2011 70.5803
Anonymous submission
tracks
(MM'20 GC Submission)
-9.7983 -14.3934 17.9989 2.8332 60.1259 24508 48373 3621 80 3865 67.7544
Anonymous submission
bmot
(MM'20 GC Submission)
-20.5798 -25.0025 7.2636 1.3641 71.1438 24770 55138 4106 77 3519 66.4744
Anonymous submission
TEST -37.4482 -39.2288 5.1653 0.2099 89.8216 30277 65083 407 31 704 38.1843
Anonymous submission
test -40.5640 -42.1148 7.1757 0.1049 82.0567 33085 64432 421 27 932 38.7372
Anonymous submission
sudoku
(MM'20 GC Submission)
-42.6523 -44.5478 7.3718 1.4690 74.0818 36171 61872 1350 33 1178 38.4721
Anonymous submission
19_HITST_SW
(MM'20 GC Submission)
-43.2522 -48.0196 16.5879 4.0923 42.3924 50402 42765 6644 83 5402 66.8317
Anonymous submission