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

ETH-Crossing


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:

MOT15 |

Short name:

GMPHD_OGM

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 04, 2019 (4 years ago)

Published:

May 27, 2019 at 09:29:55 CET

Submissions:

4

Open source:

Yes

Hardware:

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

Runtime:

169.5 Hz

Benchmark performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1530.738.811.783 (11.5)275 (38.1)6,50235,03043.080.230.94.535.561.04.558.572.61.11,034 (24.1)1,351 (31.4)

Detailed performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
ADL-Rundle-116.437.10.05151,7675,97235.865.40.00.00.00.00.00.0100.03.54563
ADL-Rundle-337.246.40.05134195,92641.791.00.00.00.00.00.00.0100.00.73941
AVG-TownCentre29.143.032.439571,1543,54150.575.830.934.635.561.039.058.572.62.6376511
ETH-Crossing29.547.40.01126563336.985.10.00.00.00.00.00.0100.00.3910
ETH-Jelmoli37.648.90.07143551,17753.679.30.00.00.00.00.00.0100.00.85058
ETH-Linthescher24.331.90.0121254546,17330.985.90.00.00.00.00.00.0100.00.4133140
KITTI-1643.457.20.00212782151.787.40.00.00.00.00.00.0100.00.61539
KITTI-1926.438.30.03216233,25239.177.00.00.00.00.00.00.0100.00.660145
PETS09-S2L246.331.10.0641,1813,71761.483.40.00.00.00.00.00.0100.02.7280313
TUD-Crossing60.455.40.05210931171.887.90.00.00.00.00.00.0100.00.51614
Venice-117.528.70.00102483,50723.181.00.00.00.00.00.00.0100.00.61117

Raw data: