GMPHDOGM17: Online Multi-Object Tracking with GMPHD Filter and Occlusion Group Management

MOT17-12-DPM


Benchmark:

MOT17 |

Short name:

GMPHDOGM17

Detector:

Public

Description:

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

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.

Processing:

Online

Last submitted:

June 30, 2019 (11 months ago)

Published:

August 01, 2019 at 08:45:27 CET

Submissions:

2

Open source:

Yes

Hardware:

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

Runtime:

30.7 Hz

Benchmark performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT1749.947.177.0464 (19.7)895 (38.0)24,024255,27754.892.81.43,125 (57.1)3,540 (64.7)

Detailed performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT17-01-DPM28.041.772.9213744,55529.496.20.21325
MOT17-01-FRCNN35.543.576.5781,1482,99153.675.12.61927
MOT17-01-SDP44.541.274.8757802,75657.382.61.74354
MOT17-03-DPM49.843.775.525334,26147,99954.193.02.8278304
MOT17-03-FRCNN60.052.277.145253,80037,86963.894.62.5220324
MOT17-03-SDP76.555.878.085123,36620,76080.296.12.2475539
MOT17-06-DPM46.051.374.0281022965,91949.895.20.2151185
MOT17-06-FRCNN51.556.077.869461,4784,01665.984.01.2227228
MOT17-06-SDP56.357.377.178659424,03065.889.20.8177165
MOT17-07-DPM36.034.474.952850110,13240.093.11.0171186
MOT17-07-FRCNN33.540.376.542068810,44138.290.41.4107168
MOT17-07-SDP46.944.177.611177968,01752.591.81.6160177
MOT17-08-DPM28.136.079.8114053414,59630.992.40.95662
MOT17-08-FRCNN25.735.679.5104082514,81729.988.41.34870
MOT17-08-SDP33.741.779.7173354313,35436.893.50.9100113
MOT17-12-DPM38.650.478.311522904,99042.492.70.33939
MOT17-12-FRCNN35.951.179.510504235,10841.189.40.52632
MOT17-12-SDP43.154.379.718386664,21851.387.00.74444
MOT17-14-DPM21.931.874.9610153313,76025.689.90.7141142
MOT17-14-FRCNN22.832.172.88841,24412,83030.682.01.7196270
MOT17-14-SDP27.632.575.178383612,11934.488.41.1434386

Raw data:


GMPHDOGM17