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


Track-3: Crowd Pose Tracking in Complex Events

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

Team Name MOTA MOTP Total_AP
Seedland.Tech

(MM'20 GC Submission)

63.9686 52.8769 71.6342
Computer Vision Team. Seedland. ACM MM Grand Workshop
Try

(MM'20 GC Submission)

61.7941 54.9723 76.5478
L Yuan, S Chang, Z Huang, Y Zhou, Y Chen, YiTu & NUS. A Simple Baseline for Pose Tracking in Videos of Crowed Scenes. In ACM MM'20
SimpleTrack

(MM'20 GC Submission)

56.9834 55.9895 66.2943
L Xu, R Xu, S Jin, Chinese University of Hong Kong. Pose Tracking in Crowded Scenes. In ACM MM'20
DeepBlueAI

(MM'20 GC Submission)

55.1543 52.3774 65.9403
Anonymous submission
Commander_test4

(MM'20 GC Submission)

53.7671 57.4751 64.0834
Anonymous submission
DetTrack

(MM'20 GC Submission)

53.4193 51.3124 64.5252
Anonymous submission
top-track

(MM'20 GC Submission)

52.2729 46.7100 63.0983
Anonymous submission
ADAM+PRM+PoseFlow (Baseline)

45.3609 49.9740 63.1687
W Lin, N Sebe, N Xu, H Xiong, M Shah. Human in Events: A Large-Scale Benchmark for Human-centric Video Analysis in Complex Events. In arxiv
wh2

44.2285 45.8923 41.9567
Anonymous submission
PoseFlow (Baseline)

(MM'20 GC Submission)

44.1732 48.3287 60.1049
Y Xiu, J Li, H Wang, Y Fang, C Lu. Pose Flow: Efficient Online Pose Tracking. In BMVC, 2018
test

34.2318 42.5618 65.7079
Anonymous submission
RSN+PoseFlow (Baseline)

27.6314 28.3692 42.8472
Y Cai, Z Wang, Z Luo, B Yin, A Du. Learning Delicate Local Representations for Multi-Person Pose Estimation. In ECCV, 2020
111

(MM'20 GC Submission)

27.4550 58.1091 31.3207
Anonymous submission
LightTrack (Baseline)

27.2089 55.1711 29.2119
G Ning, H Huang. LightTrack: A Generic Framework for Online Top-Down Human Pose Tracking. In CVPR, 2019
test

21.0866 53.3395 20.8764
Anonymous submission