OUTrack_fm_p: Online Multi-Object Tracking with Unsupervised Re-Identification Learning and Occlusion Estimation


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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.

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:

MOT16 | MOT17 | MOT20 |

Short name:

OUTrack_fm_p

Detector:

Public

Description:

This is the public version of our tracker which is implemented based on FairMOT. The public settings are the same with those in CenterTrack.

Reference:

Q. Liu, D. Chen, Q. Chu, L. Yuan, B. Liu, L. Zhang, N. Yu. Online Multi-Object Tracking with Unsupervised Re-Identification Learning and Occlusion Estimation. In Neurocomputing, 2022.

Last submitted:

April 01, 2022 (2 years ago)

Published:

April 01, 2022 at 09:50:16 CET

Submissions:

1

Project page / code:

Open source:

No

Hardware:

TITAN XP

Runtime:

27.6 Hz

Benchmark performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1769.066.854.8885 (37.6)464 (19.7)28,795141,58074.993.652.957.159.273.262.077.483.01.64,472 (0.0)8,723 (0.0)

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-DPM51.951.844.4867502,27064.884.842.846.748.271.053.369.781.41.782129
MOT17-01-FRCNN48.449.743.7978162,42262.483.243.144.848.770.451.568.681.31.887112
MOT17-01-SDP55.454.446.21067132,07767.886.044.448.849.871.155.470.381.01.689141
MOT17-03-DPM83.877.763.811083,04113,66586.996.859.568.666.275.973.181.484.32.0237852
MOT17-03-FRCNN84.777.864.111293,07712,66187.996.859.569.366.176.074.081.484.32.1250896
MOT17-03-SDP85.178.064.511493,22612,13488.496.659.969.666.276.574.481.384.22.2259934
MOT17-06-DPM60.654.643.879437743,57569.791.437.751.350.659.456.474.081.60.6291347
MOT17-06-FRCNN61.555.144.587408943,31171.990.538.152.450.459.958.273.281.40.7336379
MOT17-06-SDP61.253.843.987429013,32471.890.437.252.350.158.858.173.181.50.8345379
MOT17-07-DPM55.851.842.42051,9095,38768.185.837.848.341.968.655.069.380.83.8170373
MOT17-07-FRCNN55.950.642.12251,9765,29368.785.437.248.541.268.055.569.080.74.0173383
MOT17-07-SDP56.152.643.02151,9695,28268.785.538.848.542.969.255.569.180.73.9162379
MOT17-08-DPM39.438.233.518181,15211,32646.489.532.435.235.864.537.872.880.61.8321485
MOT17-08-FRCNN39.338.733.416181,11911,38946.189.732.335.135.864.337.573.180.71.8316482
MOT17-08-SDP39.539.433.618171,16211,29346.589.432.535.235.964.437.872.680.61.9323487
MOT17-12-DPM54.663.048.229306973,17363.488.752.145.058.971.650.270.280.70.863137
MOT17-12-FRCNN57.263.648.529304913,15263.691.851.246.358.170.350.572.880.80.570139
MOT17-12-SDP57.564.248.929285023,11564.191.752.046.458.971.150.772.580.70.668137
MOT17-14-DPM43.254.438.321481,0699,22850.189.641.835.545.171.738.569.078.71.4203458
MOT17-14-FRCNN43.754.538.723451,2418,86552.088.641.336.644.572.140.168.278.41.7302520
MOT17-14-SDP44.454.639.123451,3168,63853.388.241.537.344.871.841.067.978.41.8325574

Raw data:


OUTrack_fm_p