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

MOT17-03-FRCNN


Benchmark:

MOT17 |

Short name:

GMPHD_DAL

Detector:

Public

Description:

n/a

Project page / code:

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.

Processing:

Online

Last submitted:

March 17, 2019 (1 year 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 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT1744.436.277.4350 (14.9)927 (39.4)19,170283,38049.893.61.111,137 (223.7)13,900 (279.3)

Detailed performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT17-01-DPM21.819.573.6214634,87324.496.20.1107170
MOT17-01-FRCNN25.632.576.7681,4703,26749.368.43.36379
MOT17-01-SDP37.027.774.7751,0662,76557.177.62.4234249
MOT17-03-DPM40.927.476.912441,00058,45844.297.90.72,3953,122
MOT17-03-FRCNN56.546.278.034271,69743,14758.897.31.16991,094
MOT17-03-SDP70.448.078.665161,14528,04473.298.50.81,7732,503
MOT17-06-DPM39.436.174.3181161226,70043.197.70.1314372
MOT17-06-FRCNN51.041.177.848606104,75859.692.00.5406340
MOT17-06-SDP53.744.776.456676154,46562.192.20.5377328
MOT17-07-DPM28.523.275.043232511,27433.394.50.7472641
MOT17-07-FRCNN31.230.074.86151,5269,62443.082.63.1473531
MOT17-07-SDP42.829.776.411179488,14151.890.21.9581626
MOT17-08-DPM23.021.480.354219915,84725.096.40.3229310
MOT17-08-FRCNN22.027.580.173986315,46626.886.81.4150200
MOT17-08-SDP27.325.179.583460014,32632.291.91.0433535
MOT17-12-DPM35.834.277.78482015,20240.094.50.2157232
MOT17-12-FRCNN35.146.278.412437174,81744.484.30.894160
MOT17-12-SDP38.039.579.417407654,40749.284.80.9203286
MOT17-14-DPM14.215.675.6412227115,21317.792.30.4378498
MOT17-14-FRCNN15.325.471.510762,96511,98735.168.74.0708740
MOT17-14-SDP27.027.173.210622,00210,59942.779.72.7891884

Raw data:


GMPHD_DAL