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

Track-1: Multi-person Motion Tracking in Complex Events (with Public 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
IQHAT_v1

 53.4166 48.7641 57.4081 28.7513 28.7513 4430 27016 1011 81 1639 77.1049
YH. He, Xing Wei, Xiaopeng Hong, Wei Ke, Yihong. Identity-Quantity Harmonic Multi-Object Tracking. TIP 2022
SiamMOT

 53.1683 48.4584 51.6965 26.6527 27.4921 2837 28485 1308 82 1730 79.2036
B Shuai, et al. Amazon Web Service. SiamMOT: Siamese Multi-object Tracking. CVPR 2021
LinkBox

(MM'20 GC Submission)

 51.3828 46.5580 47.1540 29.2760 29.0661 2804 29345 1725 84 1645 76.4136
J Peng, Y Gu, Y Wang, Tencent Youtu Lab. Dense Scene Multiple Object Tracking with Box-Plane Matching. In ACM MM'20
Selective JDE

(MM'20 GC Submission)

 50.5863 45.4169 56.8138 25.0787 30.3253 2860 29850 1719 90 2993 76.7882
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
MPNTrack

 47.9943 42.8249 53.3228 33.5782 23.8195 7756 27236 1243 90 1836 75.6815
Guillem Brasó and Laura Leal-Taixé. Learning a Neural Solver for Multiple Object Tracking. CVPR 2020
FCS-Track

(MM'20 GC Submission)

 47.8048 42.5205 49.8188 25.2886 30.2204 3847 30862 1658 92 2625 76.8539
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
Commander

(MM'20 GC Submission)

 47.4144 42.4747 49.5093 24.8688 33.2634 3204 32001 1434 86 2169 77.1028
Anonymous submission
JiaRen.AI

(MM'20 GC Submission)

 47.4058 42.9256 53.4325 29.1710 29.6957 6341 29114 1190 78 1785 75.7554
Anonymous submission
multi human tracker

(MM'20 GC Submission)

 46.8733 41.5890 49.4597 28.3316 27.7020 5533 29302 2181 92 2679 75.8452
Anonymous submission
Test

(MM'20 GC Submission)

 46.1385 40.9691 50.7259 23.3998 28.8562 4618 30866 2044 90 2641 75.1760
Anonymous submission
track1_result

(MM'20 GC Submission)

 44.6860 39.6889 51.6259 22.1406 30.6401 5778 31189 1573 87 2830 76.0483
Anonymous submission
naive baseline

(MM'20 GC Submission)

 44.3272 39.5024 47.7178 28.1217 30.6401 6582 30256 1952 84 2611 75.3840
Anonymous submission
TCFM

(MM'20 GC Submission)

 44.0086 38.7243 40.1714 23.1899 29.0661 5628 30603 2781 92 2140 76.7416
Anonymous submission
DeepBlueAI

(MM'20 GC Submission)

 38.5892 33.2474 47.6724 32.5289 24.6590 13040 27194 2554 93 2767 75.8830
Anonymous submission
mfr

 38.0610 33.0064 43.1004 18.0483 30.3253 10009 30947 2200 88 2797 72.1505
Anonymous submission
QHY

(MM'20 GC Submission)

 37.5515 32.1523 40.2034 20.7765 29.4858 7433 31524 4554 94 3490 75.6022
Anonymous submission
Spatio temporal poin

 37.4682 32.0690 40.1731 20.3568 29.8006 7395 31638 4536 94 3486 75.6045
T. Wang, K. Chen, Weiyao Lin, J. See, Z. Zhang, Q.. Spatio-Temporal Point Process for Multiple Object Tracking. In TNNLS, 2020
GTS2

 36.5597 32.1944 34.0486 18.2581 37.9853 4868 36654 2680 76 2940 77.8966
Anonymous submission
TPM(baseline)

 33.5816 28.2973 37.7078 10.7030 31.1647 6595 35395 4287 92 6070 75.5799
J. Peng, T. Wang, Weiyao Lin, J. Wang, J. See, S.. TPM: Multiple object tracking with tracklet-plane matching. Pattern Recognition
HIE20test_debug

(MM'20 GC Submission)

 31.3699 25.7984 42.8383 19.7272 42.4974 9854 34671 3293 97 2896 75.1165
Anonymous submission
GMPHD-ReId

 31.3111 26.1991 37.6763 35.9916 24.3442 17309 26158 4392 89 3063 75.2663
Nathanael L. Baisa. Occlusion-robust online multi-object visual tracking using a GM-PHD filter with CNN-based re-identif. In JVCI, 2021
CenterTrack(base)

 31.0599 25.6607 41.8119 8.6044 27.9119 10014 35253 2767 94 7908 75.7652
Xingyi Zhou, Vladlen Koltun, Philipp Krähenbühl. Tracking Objects as Points. In ECCV, 2020
person-tracker

(MM'20 GC Submission)

 30.3897 25.3926 41.4167 20.5666 31.8993 16893 29666 1942 87 1845 72.9181
Anonymous submission
MOTnewbie

(MM'20 GC Submission)

 28.4047 23.6948 28.2363 10.8080 44.7009 4763 42322 2799 82 3012 76.9809
Anonymous submission
DeepSORT (Baseline)

(MM'20 GC Submission)

 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
LCL

(MM'20 GC Submission)

 14.5562 10.4206 23.5454 5.6663 68.7303 6920 49869 2744 72 1980 41.9371
Anonymous submission
result

(MM'20 GC Submission)

 9.5170 6.3579 12.5962 0.5247 87.7230 1816 60062 1166 55 1944 72.2299
Anonymous submission