GNNMOT: Graph Neural Network for 2D and 3D Multi-Object Tracking


Video not available.

Benchmark:

MOT17 |

Short name:

GNNMOT

Detector:

Public

Description:

n/a

Reference:

Anonymous submission

Processing:

Online

Last submitted:

October 31, 2019 (5 months ago)

Published:

October 31, 2019 at 15:05:09 CET

Submissions:

1

Open source:

Yes

Hardware:

2.5HZ, 6 Cores

Runtime:

177.6 Hz

Benchmark performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT1742.029.377.0283 (12.0)1,178 (50.0)23,294299,69446.991.91.34,377 (93.4)3,847 (82.1)

Detailed performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT17-01-DPM22.020.472.62141114,88924.293.40.22938
MOT17-01-FRCNN32.336.477.25118803,45846.477.32.03145
MOT17-01-SDP41.733.773.6858232,85455.881.41.88499
MOT17-03-DPM37.018.675.416437,27957,70344.986.64.9938616
MOT17-03-FRCNN53.134.878.429302,21146,18055.996.41.5653451
MOT17-03-SDP69.334.577.366134,36326,79974.494.72.91,007924
MOT17-06-DPM31.032.374.3151453687,65835.091.80.310479
MOT17-06-FRCNN41.743.180.4291162536,52944.695.40.29285
MOT17-06-SDP45.543.777.043895875,66851.991.20.5169142
MOT17-07-DPM26.220.573.823760411,72730.689.51.2132124
MOT17-07-FRCNN30.931.376.422837711,18733.893.80.8112180
MOT17-07-SDP39.428.775.46209899,05346.488.82.0191203
MOT17-08-DPM20.119.578.554387715,87424.985.71.412587
MOT17-08-FRCNN21.427.281.554632316,22223.293.80.55051
MOT17-08-SDP28.426.078.4103547314,52131.393.30.8129157
MOT17-12-DPM32.533.776.58555035,27739.187.10.66648
MOT17-12-FRCNN34.442.579.611561485,50836.495.50.22719
MOT17-12-SDP40.242.478.816463614,76645.091.50.45839
MOT17-14-DPM11.214.274.4113813116,21612.394.50.25969
MOT17-14-FRCNN17.222.673.0111170114,46621.785.10.9132167
MOT17-14-SDP22.825.573.239793213,13928.985.11.2189224

Raw data: