Simple Online and Realtime Tracking with a Deep Association Metric

MOT16-01 MOT16-03 MOT16-06 MOT16-07 MOT16-08 MOT16-12 MOT16-14

Short name:

DeepSORT_2

Benchmark:

Description:

Tracker: Deep SORT
N. Wojke, A. Bewley, and D. Paulus, "Simple online and realtime tracking with a deep association metric," arXiv preprint arXiv:1703.07402, 2017.

Detections:
Yu, Fengwei, et al. "POI: Multiple Object Tracking with High-Performance Detection and Appearance Feature." European Conference on Computer Vision. Springer International Publishing, 2016.

Hardware:

2.6 GHz, 1 Core + Quadro M 6000

Detector:

Private

Processing:

Online

Last submitted:

February 14, 2017 (2 years ago)

Published:

March 21, 2017 at 21:00:14 CET

Submissions:

3

Open source:

Yes

Project page / code:

Reference:

N. Wojke, A. Bewley, D. Paulus. Simple Online and Realtime Tracking with a Deep Association Metric. In arXiv:1703.07402, 2017.

Benchmark performance:

MOTAMOTPFAFMTMLFPFNID Sw.FragSpecificationsDetector
61.479.12.232.8 % 18.2 % 12,85256,6687812,0082.6 GHz, 1 Core + Quadro M 6000Private
IDF1ID PrecisionID Recall
62.272.154.7

Detailed performance:

Sequence MOTA IDF1 MOTP FAF GT MT ML FP FN ID Sw Frag
MOT16-0146.357.678.23.02347.8 % 4.3 % 1,3442,0612964
MOT16-0370.968.879.53.614850.7 % 9.5 % 5,35424,913151795
MOT16-0660.858.679.30.822140.3 % 17.6 % 9793,425118227
MOT16-0757.954.179.01.95435.2 % 5.6 % 9505,816101203
MOT16-0837.141.679.82.06319.0 % 25.4 % 1,2799,094155255
MOT16-1244.458.279.31.18622.1 % 31.4 % 9503,6253896
MOT16-1446.352.575.52.716414.6 % 23.2 % 1,9967,734189368

Raw data:


DeepSORT_2