MASS: Multiple Object Tracking with Attention to Motion, Appearance, Structure and Size

MOT17-06-SDP


Benchmark:

MOT17 |

Short name:

MASS

Detector:

Public

Description:

n/a

Project page / code:

n/a

Reference:

H. Karunasekera, H. Wang, H. Zhang. Multiple Object Tracking With Attention to Appearance, Structure, Motion and Size. In IEEE Access, 2019.

Processing:

Online

Last submitted:

April 16, 2019 (1 year ago)

Published:

April 04, 2019 at 12:28:45 CET

Submissions:

3

Open source:

No

Hardware:

Intel Xeon(R) CPU E5-1630 v3 @ 3.70GHz × 8 (1 Core used)

Runtime:

17.1 Hz

Benchmark performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT1746.946.076.1399 (16.9)856 (36.3)25,733269,11652.392.01.44,478 (85.6)11,994 (229.3)

Detailed performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT17-01-DPM25.230.472.02121074,66427.794.30.255169
MOT17-01-FRCNN24.935.076.2671,5893,21550.267.13.53978
MOT17-01-SDP35.835.573.3741,3482,67558.573.73.0118251
MOT17-03-DPM45.141.174.720353,76953,05649.393.22.56022,270
MOT17-03-FRCNN58.051.477.638251,98841,65860.296.91.3347869
MOT17-03-SDP73.659.277.170131,49225,51975.698.21.06361,893
MOT17-06-DPM43.044.572.5211101836,43345.496.70.2106376
MOT17-06-FRCNN54.657.477.755565934,59961.092.40.5161339
MOT17-06-SDP55.961.374.966667444,29863.591.00.6157340
MOT17-07-DPM32.935.873.343036510,84135.894.30.7128638
MOT17-07-FRCNN32.538.174.57151,6919,46144.081.53.4254566
MOT17-07-SDP45.143.474.912151,1277,93453.088.82.3209668
MOT17-08-DPM24.227.578.664227015,62526.095.30.4123275
MOT17-08-FRCNN22.128.779.47381,00015,34127.485.31.6108185
MOT17-08-SDP28.630.877.8103577914,04433.590.11.2261465
MOT17-12-DPM38.549.976.29473374,94842.991.70.441139
MOT17-12-FRCNN36.049.477.914398204,68146.082.90.943122
MOT17-12-SDP40.354.878.119379324,17551.882.81.069176
MOT17-14-DPM19.127.172.9510663214,19223.287.20.8133460
MOT17-14-FRCNN15.732.971.011703,42511,65636.966.64.6500833
MOT17-14-SDP29.540.171.510542,54210,10145.376.73.4388882

Raw data: