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

MOT17-01-DPM


Benchmark:

MOT17 |

Short name:

MASS

Detector:

Public

Description:

n/a

Reference:

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

Last submitted:

April 16, 2019 (1 year ago)

Published:

April 04, 2019 at 12:28:45 CET

Submissions:

3

Project page / code:

n/a

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 HOTA MOTP MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1746.946.036.876.1399 (16.9)856 (36.3)25,733269,11652.392.035.438.538.870.241.272.479.41.44,478 (85.6)11,994 (229.3)

Detailed performance:

Sequence MOTA IDF1 HOTA MOTP MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT17-01-DPM25.230.424.372.02121074,66427.794.329.520.131.569.620.770.576.60.255169
MOT17-01-FRCNN24.935.032.376.2671,5893,21550.267.132.732.335.372.840.654.378.83.53978
MOT17-01-SDP35.835.530.373.3741,3482,67558.573.725.136.928.366.845.256.977.33.0118251
MOT17-03-DPM45.141.131.374.720353,76953,05649.393.227.435.929.768.238.071.878.32.56022,270
MOT17-03-FRCNN58.051.440.977.638251,98841,65860.296.936.945.939.672.848.177.580.71.3347869
MOT17-03-SDP73.659.247.877.170131,49225,51975.698.240.756.444.570.259.477.180.31.06361,893
MOT17-06-DPM43.044.532.772.5211101836,43345.496.732.932.741.660.333.972.277.00.2106376
MOT17-06-FRCNN54.657.444.877.755565934,59961.092.443.946.050.968.049.374.780.60.5161339
MOT17-06-SDP55.961.345.074.966667444,29863.591.045.245.053.065.449.170.478.80.6157340
MOT17-07-DPM32.935.826.673.343036510,84135.894.327.126.328.870.027.371.877.20.7128638
MOT17-07-FRCNN32.538.130.974.57151,6919,46144.081.531.431.633.867.334.964.677.43.4254566
MOT17-07-SDP45.143.434.874.912151,1277,93453.088.832.437.734.771.041.168.878.42.3209668
MOT17-08-DPM24.227.523.778.664227015,62526.095.327.520.530.071.121.076.981.20.4123275
MOT17-08-FRCNN22.128.726.679.47381,00015,34127.485.333.321.435.377.422.770.781.91.6108185
MOT17-08-SDP28.630.827.077.8103577914,04433.590.128.525.931.970.927.273.080.51.2261465
MOT17-12-DPM38.549.938.176.29473374,94842.991.745.831.748.874.133.671.779.30.441139
MOT17-12-FRCNN36.049.438.977.914398204,68146.082.945.133.651.472.637.467.580.70.943122
MOT17-12-SDP40.354.843.378.119379324,17551.882.850.437.453.776.542.267.480.91.069176
MOT17-14-DPM19.127.120.372.9510663214,19223.287.224.417.026.366.117.766.676.60.8133460
MOT17-14-FRCNN15.732.926.071.011703,42511,65636.966.627.325.530.559.929.653.474.14.6500833
MOT17-14-SDP29.540.129.271.510542,54210,10145.376.728.630.231.463.534.558.475.53.4388882

Raw data: