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

Track-2: Crowd Pose Estimation in Complex Events

AP@α denotes the AP value calculated under given distance threshold α; the prefix 'w' indicates the value is calculated with frame weight; the suffix '@avg' denotes the value is computed by averaging all AP or w-AP values under different threshold.
Trackers with "(Baseline)" in the name are submitted by the HiEve team. Results are obtained by running their official code.

Team Name T_w_AP T_w_AP_50 T_w_AP_75 T_w_AP_90 T_AP T_AP_50 T_AP_75 T_AP_90
TDMI

 58.5279 68.9847 56.2142 50.3849 62.1326 72.3509 60.0133 54.0337
Runyang Feng, Yixing Gao, Xueqing Ma, et. al. Mutual Information-Based Temporal Difference Learning for Human Pose Estimation in Video. In CVPR 2023
TCFormer

 57.8713 68.0811 55.7973 49.7356 61.5860 71.5462 59.6033 53.6086
Anonymous submission
Seedland.Tech

(MM'20 GC Submission)

 57.5091 69.8123 55.3262 47.3888 61.5740 73.5479 59.4982 51.6759
Computer Vision Team. Seedland. ACM MM Grand Workshop
ccc

(MM'20 GC Submission)

 56.3375 69.6017 53.0220 46.3888 59.9723 73.1122 56.8655 49.9391
S Chang, L Yuan, X Nie, Z Huang, YiTu & NUS. Towards Accurate Human Pose Estimation in Videos of Crowded Scenes. In ACM MM'20
TryNet

 55.2317 68.7073 51.6769 45.3109 59.3132 72.5838 56.0731 49.2826
Liu, Z., Chen, H., Feng, R., Wu, S., et al.. Deep dual consecutive network for human pose estimation. CVPR 2021
DH_IBA

(MM'20 GC Submission)

 55.1719 66.7273 52.5377 46.2506 59.2800 70.4681 56.8431 50.5287
L Yuan, S Zhang, F Feng, Dahua Technology. Combined Distillation Pose. In ACM MM'20
JDAI

(MM'20 GC Submission)

 55.0139 65.2110 52.9514 46.8793 58.8873 68.7205 56.8982 51.0432
JDAI. JDAI. JDAI
SARNet

 54.5560 67.4806 51.5655 44.6220 58.7288 71.5515 55.9509 48.6840
Anonymous submission
WanDan

(MM'20 GC Submission)

 54.5282 64.3658 52.0547 47.1641 58.2923 67.7582 56.0683 51.0504
Anonymous submission
PL

(MM'20 GC Submission)

 54.4540 64.8013 52.2304 46.3302 58.0328 67.9758 55.9835 50.1390
Anonymous submission
ADAM+PRM (Baseline)

 53.9549 63.0181 52.1623 46.6844 57.6709 66.4763 55.9393 50.5971
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
Commander

(MM'20 GC Submission)

 52.2508 63.3444 49.7569 43.6511 55.4682 66.2320 53.2432 46.9295
Anonymous submission
epoch19

 52.1334 66.5712 48.0699 41.7590 56.3995 70.4429 52.6829 46.0727
Anonymous submission
DeepBlueAI

(MM'20 GC Submission)

 52.0535 62.7362 49.2952 44.1291 56.3326 66.8391 53.8037 48.3551
Anonymous submission
sudoku

(MM'20 GC Submission)

 51.8560 61.0314 49.7149 44.8218 55.6978 64.7800 53.6218 48.6915
Anonymous submission
suibian

(MM'20 GC Submission)

 51.8325 62.8974 49.0408 43.5594 56.0235 66.8988 53.5105 47.6611
Anonymous submission
DHRN FT (Baseline)

 51.6383 59.5653 50.0517 45.2978 55.3351 63.0220 53.8628 49.1205
K Sun, B Xiao, D Liu, J Wang. Deep High-Resolution Representation Learning for Human Pose Estimation. In CVPR, 2019
DetTrack_det

(MM'20 GC Submission)

 51.4076 60.9302 49.4755 43.8170 55.2803 64.7032 53.5175 47.6201
Anonymous submission
SimplePose

(MM'20 GC Submission)

 51.3873 63.3180 48.5557 42.2882 55.4043 67.1340 52.8548 46.2240
Anonymous submission
Final

(MM'20 GC Submission)

 51.2433 59.9022 49.5375 44.2901 55.0090 63.4837 53.4141 48.1291
Anonymous submission
TeamDL

(MM'20 GC Submission)

 51.0973 63.2907 48.6144 41.3868 55.1472 67.2972 52.7754 45.3691
Anonymous submission
Simple Baseline FT (Baseline)

 49.9307 57.9051 48.3963 43.4906 53.9412 61.7795 52.5258 47.5182
B Xiao, H Wu, Y Wei. Simple Baselines for Human Pose Estimation and Tracking. In ECCV, 2018
CIE3

(MM'20 GC Submission)

 49.9079 59.8396 47.4542 42.4299 53.9106 63.6894 51.6599 46.3826
Anonymous submission
let go

(MM'20 GC Submission)

 49.1293 58.2424 47.0190 42.1265 53.0825 61.8629 51.2633 46.1213
Anonymous submission
LoveSJ

(MM'20 GC Submission)

 49.0708 58.0664 46.9171 42.2290 53.0276 61.6685 51.2224 46.1918
Anonymous submission
RSN18 (Baseline)

 48.3251 52.5189 48.8641 43.5922 52.4003 56.2021 53.1640 47.8347
Y Cai, Z Wang, Z Luo, B Yin, A Du. Learning Delicate Local Representations for Multi-Person Pose Estimation. In ECCV, 2020
随便搞搞

(MM'20 GC Submission)

 48.1287 56.9338 46.2780 41.1744 51.8174 60.2254 50.3467 44.8800
Anonymous submission
mindpocket_2nd

(MM'20 GC Submission)

 47.7839 58.0758 45.2717 40.0042 51.5850 61.5350 49.3008 43.9192
Anonymous submission
RPGNet

(MM'20 GC Submission)

 47.3351 56.2681 44.6935 41.0437 50.8333 59.6354 48.4024 44.4622
Anonymous submission
test

(MM'20 GC Submission)

 46.9471 56.6722 44.6086 39.5605 50.6714 60.1170 48.5746 43.3225
Anonymous submission
wt

(MM'20 GC Submission)

 46.6006 54.7038 45.4356 39.6624 50.2942 58.2296 49.3312 43.3217
Anonymous submission
HRCrowd

(MM'20 GC Submission)

 46.1588 54.3778 44.1108 39.9878 50.3378 58.3553 48.5869 44.0713
Anonymous submission
4xRSN

 46.0764 54.4093 44.4711 39.3487 49.3282 57.2555 47.9701 42.7591
Anonymous submission
Bip_Lab

(MM'20 GC Submission)

 45.3545 48.4600 46.5216 41.0820 49.0715 51.5521 50.5514 45.1110
Anonymous submission
YxZhxn

(MM'20 GC Submission)

 43.1508 51.8122 41.4180 36.2223 45.6379 53.7404 44.2040 38.9694
Anonymous submission
zijin

(MM'20 GC Submission)

 42.4325 48.2775 41.5980 37.4219 46.2559 51.9148 45.4739 41.3790
Anonymous submission
SuiYi

(MM'20 GC Submission)

 42.1504 46.7629 42.3902 37.2980 45.6444 50.0231 45.9945 40.9155
Anonymous submission
Ding

(MM'20 GC Submission)

 35.8107 37.7339 36.7952 32.9031 38.8661 40.0097 40.1256 36.4630
Anonymous submission
a

 35.1738 40.7702 34.0327 30.7185 38.4119 44.0483 37.3939 33.7935
Anonymous submission
w/o-jre

 35.1688 40.7660 34.0216 30.7189 38.4090 44.0444 37.3848 33.7977
Anonymous submission
hh

 35.1549 40.6893 33.9200 30.8554 38.3525 43.9604 37.2725 33.8247
Anonymous submission
m

 35.1237 40.6145 33.9010 30.8555 38.3526 43.9239 37.2706 33.8634
Anonymous submission
c

 35.0300 40.7095 33.8391 30.5415 38.2336 43.9229 37.2104 33.5675
Anonymous submission
t

 34.8838 40.5763 33.6136 30.4615 38.1094 43.7551 37.0342 33.5389
Anonymous submission
dd

 34.8640 40.3597 33.7790 30.4532 38.0932 43.4915 37.1697 33.6183
Anonymous submission
4

 34.5350 40.2570 33.1948 30.1531 38.0811 43.7106 36.9676 33.5650
Anonymous submission
adet

(MM'20 GC Submission)

 32.0486 34.1691 32.8882 29.0885 34.5529 36.2110 35.4178 32.0298
Anonymous submission
ibtest

(MM'20 GC Submission)

 29.7580 32.6381 29.6625 26.9734 32.4149 35.2821 32.2441 29.7185
Anonymous submission
asdf

(MM'20 GC Submission)

 25.8490 27.1243 26.3241 24.0987 28.5706 29.6168 29.1736 26.9213
Anonymous submission
LoveHBQ

(MM'20 GC Submission)

 20.9793 22.3427 20.9703 19.6250 22.9574 24.7615 22.7793 21.3313
Anonymous submission
BIP-LAB

(MM'20 GC Submission)

 14.9045 15.0744 15.1737 14.4653 15.9236 16.0256 16.1753 15.5699
Anonymous submission
dkd

 7.1245 3.3479 7.3473 10.6784 7.8247 3.4492 8.0228 12.0022
Anonymous submission
RPSTN

 0.0300 0.0061 0.0250 0.0590 0.0380 0.0037 0.0187 0.0917
Anonymous submission
dd

 0.0114 0.0033 0.0106 0.0203 0.0114 0.0022 0.0079 0.0241
Anonymous submission
test

 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
Anonymous submission