GMPHD_DAL: Online Multi-object Visual Tracking using a GM-PHD Filter with Deep Appearance Learning

MOT17-01-DPM


Benchmark:

MOT17 |

Short name:

GMPHD_DAL

Detector:

Public

Description:

n/a

Reference:

N. Baisa. Online Multi-object Visual Tracking using a GM-PHD Filter with Deep Appearance Learning. In 2019 22th International Conference on Information Fusion (FUSION), 2019.

Last submitted:

March 17, 2019 (2 years ago)

Published:

March 18, 2019 at 00:02:01 CET

Submissions:

3

Open source:

No

Hardware:

3 GHZ, 1 Core

Runtime:

3.4 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
MOT1744.436.231.477.4350 (14.9)927 (39.4)19,170283,38049.893.626.637.529.169.739.774.680.41.111,137 (223.7)13,900 (279.3)

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-DPM21.819.517.673.6214634,87324.496.217.218.018.164.018.572.677.80.1107170
MOT17-01-FRCNN25.632.530.476.7681,4703,26749.368.428.632.631.166.340.255.778.93.36379
MOT17-01-SDP37.027.725.774.7751,0662,76557.177.617.937.419.660.544.460.378.32.4234249
MOT17-03-DPM40.927.423.976.912441,00058,45844.297.917.233.518.073.134.676.880.10.72,3953,122
MOT17-03-FRCNN56.546.238.678.034271,69743,14758.897.333.645.136.275.147.278.181.01.16991,094
MOT17-03-SDP70.448.041.178.665161,14528,04473.298.530.456.132.574.158.879.181.50.81,7732,503
MOT17-06-DPM39.436.128.174.3181161226,70043.197.725.131.730.056.732.874.278.30.1314372
MOT17-06-FRCNN51.041.134.277.848606104,75859.692.026.444.736.449.848.074.180.50.5406340
MOT17-06-SDP53.744.735.476.456676154,46562.192.228.544.438.352.548.371.779.60.5377328
MOT17-07-DPM28.523.219.775.043232511,27433.394.515.825.016.561.525.873.378.50.7472641
MOT17-07-FRCNN31.230.026.574.86151,5269,62443.082.623.631.025.658.934.165.577.73.1473531
MOT17-07-SDP42.829.726.376.411179488,14151.890.218.637.720.360.940.871.179.61.9581626
MOT17-08-DPM23.021.420.280.354219915,84725.096.420.320.121.668.120.679.482.70.3229310
MOT17-08-FRCNN22.027.525.880.173986315,46626.886.831.721.234.472.722.372.382.31.4150200
MOT17-08-SDP27.325.122.879.583460014,32632.291.921.025.223.766.026.375.281.61.0433535
MOT17-12-DPM35.834.228.177.78482015,20240.094.525.930.527.972.231.875.280.60.2157232
MOT17-12-FRCNN35.146.236.978.412437174,81744.484.341.733.044.476.036.369.081.20.894160
MOT17-12-SDP38.039.534.079.417407654,40749.284.832.036.334.674.540.369.581.90.9203286
MOT17-14-DPM14.215.613.775.6412227115,21317.792.314.113.415.757.713.771.578.70.4378498
MOT17-14-FRCNN15.325.421.171.510762,96511,98735.168.718.924.822.248.028.355.374.54.0708740
MOT17-14-SDP27.027.121.573.210622,00210,59942.779.716.229.418.450.632.961.676.92.7891884

Raw data: