Online MOT with DMANs

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:

DMAN

Benchmark:

Description:

n/a

Hardware:

2.4 GHZ, 1 Core

Detector:

Public

Processing:

Online

Last submitted:

November 14, 2017 (1 year ago)

Published:

September 11, 2018 at 07:16:29 CET

Submissions:

1

Open source:

No

Project page / code:

n/a

Reference:

J. Zhu, H. Yang, N. Liu, M. Kim, W. Zhang, M. Yang. Online Multi-Object Tracking with Dual Matching Attention Networks. In ECCV, 2018.

Benchmark performance:

MOTAMOTPFAFMTMLFPFNID Sw.FragSpecificationsDetector
48.275.71.519.3 % 38.3 % 26,218263,6082,1945,3782.4 GHZ, 1 CorePublic
IDF1ID PrecisionID Recall
55.775.944.0

Detailed performance:

Sequence MOTA IDF1 MOTP FAF GT MT ML FP FN ID Sw Frag
MOT17-01-DPM36.748.469.70.42420.8 % 45.8 % 1993,8691372
MOT17-03-DPM53.459.373.92.914825.0 % 20.3 % 4,38244,167193841
MOT17-06-DPM46.955.172.10.422217.1 % 46.4 % 5375,594131236
MOT17-07-DPM41.450.372.51.16013.3 % 40.0 % 5689,27260145
MOT17-08-DPM25.837.578.71.17618.4 % 50.0 % 69514,91356106
MOT17-12-DPM41.055.876.60.49118.7 % 52.7 % 3314,7641638
MOT17-14-DPM23.638.172.71.41645.5 % 59.1 % 1,06312,98466168
MOT17-01-FRCNN28.549.575.63.32433.3 % 29.2 % 1,4773,1151850
MOT17-03-FRCNN57.762.376.62.214829.1 % 16.9 % 3,28640,743213501
MOT17-06-FRCNN51.258.176.90.722224.3 % 30.6 % 7884,794169251
MOT17-07-FRCNN34.042.874.92.6606.7 % 31.7 % 1,3169,727113341
MOT17-08-FRCNN24.734.880.10.67611.8 % 53.9 % 35015,49165111
MOT17-12-FRCNN38.354.678.20.59115.4 % 51.6 % 4844,857949
MOT17-14-FRCNN18.836.970.83.41644.9 % 49.4 % 2,55412,268181491
MOT17-01-SDP42.256.073.32.22433.3 % 25.0 % 1,0082,69130115
MOT17-03-SDP67.366.677.21.814843.9 % 13.5 % 2,73531,209266736
MOT17-06-SDP54.055.474.70.622228.8 % 30.2 % 7604,475188227
MOT17-07-SDP42.147.476.12.26016.7 % 31.7 % 1,0918,59198220
MOT17-08-SDP27.535.178.90.97614.5 % 48.7 % 54214,660104170
MOT17-12-SDP42.459.278.80.49119.8 % 50.5 % 3294,6451637
MOT17-14-SDP31.343.072.12.31646.1 % 41.5 % 1,72310,779189473

Raw data:


DMAN