End-to-end Data Association with Graph Neural Network for Online Multiple-Object Tracking

MOT17-01-DPM MOT17-03-DPM MOT17-06-DPM MOT17-07-DPM MOT17-08-DPM MOT17-12-DPM MOT17-14-DPM MOT17-01-FRCNN MOT17-03-FRCNN MOT17-06-FRCNN

Short name:

EDA_GNN_17

Benchmark:

Description:

n/a

Hardware:

NVIDIA TITAN XP

Detector:

Public

Processing:

Online

Last submitted:

November 16, 2018 (24 days ago)

Published:

November 16, 2018 at 09:23:41 CET

Submissions:

1

Open source:

No

Project page / code:

n/a

Reference:

Paper ID 2713

Benchmark performance:

MOTAMOTPFAFMTMLFPFNID Sw.FragSpecificationsDetector
45.576.31.415.6 % 40.6 % 25,685277,6634,0915,579NVIDIA TITAN XPPublic
IDF1ID PrecisionID Recall
40.556.831.5

Detailed performance:

Sequence MOTA IDF1 MOTP FAF GT MT ML FP FN ID Sw Frag
MOT17-01-DPM23.725.472.40.3248.3 % 54.2 % 1334,7493857
MOT17-03-DPM42.832.975.43.414812.8 % 23.6 % 5,14854,250503610
MOT17-06-DPM37.938.073.90.32226.8 % 56.3 % 3166,852149132
MOT17-07-DPM29.225.673.81.3606.7 % 53.3 % 62611,198135181
MOT17-08-DPM21.322.478.81.2766.6 % 56.6 % 74615,744131104
MOT17-12-DPM34.936.776.90.5919.9 % 57.1 % 4415,1475540
MOT17-14-DPM15.821.374.10.51642.4 % 74.4 % 35015,113102136
MOT17-01-FRCNN27.036.976.23.22425.0 % 33.3 % 1,4383,2343858
MOT17-03-FRCNN58.151.377.61.414826.4 % 17.6 % 2,05341,484275462
MOT17-06-FRCNN53.353.478.40.522221.6 % 30.6 % 5444,772187217
MOT17-07-FRCNN32.335.874.63.2608.3 % 23.3 % 1,6009,575263408
MOT17-08-FRCNN22.929.079.51.47610.5 % 48.7 % 86615,33987108
MOT17-12-FRCNN38.750.378.20.59115.4 % 49.5 % 4434,8353752
MOT17-14-FRCNN16.730.471.04.21646.1 % 47.0 % 3,14111,839408626
MOT17-01-SDP40.031.573.52.02429.2 % 20.8 % 8982,859113140
MOT17-03-SDP70.050.176.62.114844.6 % 11.5 % 3,09027,7705601,024
MOT17-06-SDP54.750.576.20.522226.6 % 32.0 % 5644,581195190
MOT17-07-SDP43.433.875.41.86018.3 % 33.3 % 8918,375288325
MOT17-08-SDP28.827.978.40.77613.2 % 46.1 % 44014,424167200
MOT17-12-SDP42.250.278.50.59120.9 % 48.4 % 4754,4904247
MOT17-14-SDP30.633.072.52.01644.9 % 40.2 % 1,48211,033318462

Raw data:

n/a


EDA_GNN_17