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


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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.

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 (3 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 MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1744.436.231.4350 (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 MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT17-01-DPM21.819.517.6214634,87324.496.217.218.018.164.018.572.677.80.1107170
MOT17-01-FRCNN25.632.530.4681,4703,26749.368.428.632.631.166.340.255.778.93.36379
MOT17-01-SDP37.027.725.7751,0662,76557.177.617.937.419.660.544.460.378.32.4234249
MOT17-03-DPM40.927.423.912441,00058,45844.297.917.233.518.073.134.676.880.10.72,3953,122
MOT17-03-FRCNN56.546.238.634271,69743,14758.897.333.645.136.275.147.278.181.01.16991,094
MOT17-03-SDP70.448.041.165161,14528,04473.298.530.456.132.574.158.879.181.50.81,7732,503
MOT17-06-DPM39.436.128.1181161226,70043.197.725.131.730.056.732.874.278.30.1314372
MOT17-06-FRCNN51.041.134.248606104,75859.692.026.444.736.449.848.074.180.50.5406340
MOT17-06-SDP53.744.735.456676154,46562.192.228.544.438.352.548.371.779.60.5377328
MOT17-07-DPM28.523.219.743232511,27433.394.515.825.016.561.525.873.378.50.7472641
MOT17-07-FRCNN31.230.026.56151,5269,62443.082.623.631.025.658.934.165.577.73.1473531
MOT17-07-SDP42.829.726.311179488,14151.890.218.637.720.360.940.871.179.61.9581626
MOT17-08-DPM23.021.420.254219915,84725.096.420.320.121.668.120.679.482.70.3229310
MOT17-08-FRCNN22.027.525.873986315,46626.886.831.721.234.472.722.372.382.31.4150200
MOT17-08-SDP27.325.122.883460014,32632.291.921.025.223.766.026.375.281.61.0433535
MOT17-12-DPM35.834.228.18482015,20240.094.525.930.527.972.231.875.280.60.2157232
MOT17-12-FRCNN35.146.236.912437174,81744.484.341.733.044.476.036.369.081.20.894160
MOT17-12-SDP38.039.534.017407654,40749.284.832.036.334.674.540.369.581.90.9203286
MOT17-14-DPM14.215.613.7412227115,21317.792.314.113.415.757.713.771.578.70.4378498
MOT17-14-FRCNN15.325.421.110762,96511,98735.168.718.924.822.248.028.355.374.54.0708740
MOT17-14-SDP27.027.121.510622,00210,59942.779.716.229.418.450.632.961.676.92.7891884

Raw data:


GMPHD_DAL