Online Multi-Object Tracking with GMPHD Filter and Occlusion Group Management


Short name:

GMPHDOGM17

Benchmark:

Description:

Early Access in https://ieeexplore.ieee.org/document/8897600

Hardware:

Intel i7-7700K @ 4.2GHz, 4 Cores, no GPU

Detector:

Public

Processing:

Online

Last submitted:

June 30, 2019 (5 months ago)

Published:

August 01, 2019 at 08:45:27 CET

Submissions:

2

Open source:

Yes

Project page / code:

Reference:

Y. Song, K. Yoon, Y. Yoon, K. Yow, M. Jeon. Online Multi-Object Tracking with GMPHD Filter and Occlusion Group Management. In IEEE Access, 2019.

Benchmark performance:

MOTAMOTPFAFMTMLFPFNID Sw.FragSpecificationsDetector
49.977.01.419.7 % 38.0 % 24,024255,2773,1253,540Intel i7-7700K @ 4.2GHz, 4 Cores, no GPUPublic
IDF1ID PrecisionID Recall
47.163.537.5

Detailed performance:

Sequence MOTA IDF1 MOTP FAF GT MT ML FP FN ID Sw Frag
MOT17-01-DPM28.041.772.90.2248.3 % 54.2 % 744,5551325
MOT17-03-DPM49.843.775.52.814816.9 % 22.3 % 4,26147,999278304
MOT17-06-DPM46.051.374.00.222212.6 % 45.9 % 2965,919151185
MOT17-07-DPM36.034.474.91.0608.3 % 46.7 % 50110,132171186
MOT17-08-DPM28.136.079.80.97614.5 % 52.6 % 53414,5965662
MOT17-12-DPM38.650.478.30.39112.1 % 57.1 % 2904,9903939
MOT17-14-DPM21.931.874.90.71643.7 % 61.6 % 53313,760141142
MOT17-01-FRCNN35.543.576.52.62429.2 % 33.3 % 1,1482,9911927
MOT17-03-FRCNN60.052.277.12.514830.4 % 16.9 % 3,80037,869220324
MOT17-06-FRCNN51.556.077.81.222231.1 % 20.7 % 1,4784,016227228
MOT17-07-FRCNN33.540.376.51.4606.7 % 33.3 % 68810,441107168
MOT17-08-FRCNN25.735.679.51.37613.2 % 52.6 % 82514,8174870
MOT17-12-FRCNN35.951.179.50.59111.0 % 54.9 % 4235,1082632
MOT17-14-FRCNN22.832.172.81.71644.9 % 51.2 % 1,24412,830196270
MOT17-01-SDP44.541.274.81.72429.2 % 20.8 % 7802,7564354
MOT17-03-SDP76.555.878.02.214857.4 % 8.1 % 3,36620,760475539
MOT17-06-SDP56.357.377.10.822235.1 % 29.3 % 9424,030177165
MOT17-07-SDP46.944.177.61.66018.3 % 28.3 % 7968,017160177
MOT17-08-SDP33.741.779.70.97622.4 % 43.4 % 54313,354100113
MOT17-12-SDP43.154.379.70.79119.8 % 41.8 % 6664,2184444
MOT17-14-SDP27.632.575.11.11644.3 % 50.6 % 83612,119434386

Raw data:

n/a


GMPHDOGM17