BLSTM_MTP_O: Online Greedy Data Association using Bilinear LSTM with Multi-track Pooling

MOT17-01-DPM


Benchmark:

MOT17 | MOT16 |

Short name:

BLSTM_MTP_O

Detector:

Public

Description:

Reference:

C. Kim, F. Li, M. Alotaibi, J. Rehg. Discriminative Appearance Modeling with Multi-track Pooling for Real-time Multi-object Tracking. In CVPR (accepted), 2021.

Last submitted:

March 17, 2021 (8 months ago)

Published:

March 17, 2021 at 03:16:25 CET

Submissions:

1

Project page / code:

n/a

Open source:

No

Hardware:

Titan Xp GPU, 3.6GHZ CPU

Runtime:

20.1 Hz

Benchmark performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1751.554.941.3481 (20.4)836 (35.5)29,616241,61957.291.641.641.344.872.044.370.977.91.72,566 (0.0)7,748 (0.0)

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-DPM32.742.232.8496213,69642.781.636.429.639.768.532.862.776.71.42584
MOT17-01-FRCNN29.451.039.6681,4103,13051.570.248.132.952.173.040.354.977.03.11366
MOT17-01-SDP35.249.338.8851,6622,46561.870.639.838.142.973.548.455.377.73.752136
MOT17-03-DPM56.657.943.138215,55239,56462.292.141.345.443.873.648.471.877.73.7324953
MOT17-03-FRCNN59.758.843.944253,86538,12763.694.541.646.644.571.749.373.378.12.6211534
MOT17-03-SDP73.366.850.671143,15524,42076.796.246.255.749.671.559.174.278.42.13331,327
MOT17-06-DPM47.655.241.2391073175,78850.995.045.437.554.367.339.473.578.60.374269
MOT17-06-FRCNN55.659.144.554714824,67960.393.644.844.454.365.947.273.379.00.474255
MOT17-06-SDP56.963.347.373725824,40462.692.749.845.155.971.248.671.979.00.589266
MOT17-07-DPM43.247.734.76244869,02846.694.235.634.037.275.535.772.177.71.085343
MOT17-07-FRCNN39.141.531.68161,1268,94247.187.630.133.632.369.336.367.677.42.3217446
MOT17-07-SDP49.548.436.814157797,60655.092.334.739.436.872.642.170.777.81.6141431
MOT17-08-DPM28.335.328.2113468014,36032.090.933.024.234.975.025.371.779.21.198189
MOT17-08-FRCNN24.433.628.29381,15014,74930.284.735.522.637.675.624.167.578.71.865118
MOT17-08-SDP30.935.529.4123489413,56235.889.432.726.834.472.728.270.478.11.4144295
MOT17-12-DPM40.455.140.119406714,45248.686.347.034.349.974.037.566.677.60.745176
MOT17-12-FRCNN38.051.237.815436464,70045.886.044.032.550.367.935.466.677.70.730100
MOT17-12-SDP40.357.141.017418034,32850.184.449.234.452.872.138.364.577.40.944154
MOT17-14-DPM27.342.029.210871,02612,33833.285.735.624.037.572.025.565.876.91.478341
MOT17-14-FRCNN27.039.728.610741,86411,36538.579.230.926.733.266.729.460.574.72.5256656
MOT17-14-SDP35.547.333.413581,8459,91646.482.335.431.737.571.435.262.575.82.5168609

Raw data:


BLSTM_MTP_O