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


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Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Benchmark:

MOT17 |

Short name:

GMPHDOGM17

Detector:

Public

Description:

IEEE 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.

Last submitted:

June 30, 2019 (4 years 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 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1749.947.10.0464 (19.7)895 (38.0)24,024255,27754.892.80.00.00.00.00.00.0100.01.43,125 (57.1)3,540 (64.7)

Detailed performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT17-01-DPM28.041.70.0213744,55529.496.20.00.00.00.00.00.0100.00.21325
MOT17-01-FRCNN35.543.50.0781,1482,99153.675.10.00.00.00.00.00.0100.02.61927
MOT17-01-SDP44.541.20.0757802,75657.382.60.00.00.00.00.00.0100.01.74354
MOT17-03-DPM49.843.70.025334,26147,99954.193.00.00.00.00.00.00.0100.02.8278304
MOT17-03-FRCNN60.052.20.045253,80037,86963.894.60.00.00.00.00.00.0100.02.5220324
MOT17-03-SDP76.555.80.085123,36620,76080.296.10.00.00.00.00.00.0100.02.2475539
MOT17-06-DPM46.051.30.0281022965,91949.895.20.00.00.00.00.00.0100.00.2151185
MOT17-06-FRCNN51.556.00.069461,4784,01665.984.00.00.00.00.00.00.0100.01.2227228
MOT17-06-SDP56.357.30.078659424,03065.889.20.00.00.00.00.00.0100.00.8177165
MOT17-07-DPM36.034.40.052850110,13240.093.10.00.00.00.00.00.0100.01.0171186
MOT17-07-FRCNN33.540.30.042068810,44138.290.40.00.00.00.00.00.0100.01.4107168
MOT17-07-SDP46.944.10.011177968,01752.591.80.00.00.00.00.00.0100.01.6160177
MOT17-08-DPM28.136.00.0114053414,59630.992.40.00.00.00.00.00.0100.00.95662
MOT17-08-FRCNN25.735.60.0104082514,81729.988.40.00.00.00.00.00.0100.01.34870
MOT17-08-SDP33.741.70.0173354313,35436.893.50.00.00.00.00.00.0100.00.9100113
MOT17-12-DPM38.650.40.011522904,99042.492.70.00.00.00.00.00.0100.00.33939
MOT17-12-FRCNN35.951.10.010504235,10841.189.40.00.00.00.00.00.0100.00.52632
MOT17-12-SDP43.154.30.018386664,21851.387.00.00.00.00.00.00.0100.00.74444
MOT17-14-DPM21.931.80.0610153313,76025.689.90.00.00.00.00.00.0100.00.7141142
MOT17-14-FRCNN22.832.10.08841,24412,83030.682.00.00.00.00.00.00.0100.01.7196270
MOT17-14-SDP27.632.50.078383612,11934.488.40.00.00.00.00.00.0100.01.1434386

Raw data:


GMPHDOGM17