GNNMatch: Graph Matching Neural Network for Multi-Object Tracking

MOT17-01-DPM


Benchmark:

MOT17 | MOT16 | MOT20 |

Short name:

GNNMatch

Detector:

Public

Description:

Reference:

Available soon.

Last submitted:

July 19, 2020 (23 days ago)

Published:

July 15, 2020 at 14:27:00 CET

Submissions:

2

Project page / code:

n/a

Open source:

No

Hardware:

TITAN RTX

Runtime:

1.3 Hz

Benchmark performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT1757.056.178.7548 (23.3)815 (34.6)12,283228,24259.596.50.71,957 (32.9)2,798 (47.0)

Detailed performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT17-01-DPM43.335.977.9511583,58144.598.00.12027
MOT17-01-FRCNN46.341.176.97111733,27149.394.80.42128
MOT17-01-SDP46.637.576.96101453,27749.295.60.32532
MOT17-03-DPM68.665.179.062191,64631,13270.397.81.1123198
MOT17-03-FRCNN69.365.978.659181,73030,32871.097.71.2119221
MOT17-03-SDP74.369.277.976152,80023,92777.196.61.9147304
MOT17-06-DPM53.738.280.159874664,87958.693.70.4108126
MOT17-06-FRCNN56.939.379.665616624,27363.791.90.6141176
MOT17-06-SDP56.237.979.771647244,28363.791.20.6153176
MOT17-07-DPM44.246.178.67202079,14945.897.40.478131
MOT17-07-FRCNN44.046.478.48203559,01846.695.70.781135
MOT17-07-SDP46.745.978.110173468,56549.396.00.795160
MOT17-08-DPM27.829.382.483815615,04028.897.50.25877
MOT17-08-FRCNN27.529.982.784016315,09328.697.40.35370
MOT17-08-SDP28.329.481.9113524214,84129.796.30.46693
MOT17-12-DPM46.553.482.11743974,52147.897.70.12030
MOT17-12-FRCNN45.153.582.015431154,62846.697.20.11625
MOT17-12-SDP46.354.181.717432004,43348.995.50.21929
MOT17-14-DPM32.939.776.9117730711,94035.495.50.4157193
MOT17-14-FRCNN33.140.275.8137381711,33938.789.71.1216279
MOT17-14-SDP35.941.675.8137087410,72442.089.91.2241288

Raw data: