LPC_MOT: Learning a Proposal Classifier for Multiple Object Tracking

MOT17-01-DPM


Benchmark:

MOT20 | MOT17 | MOT16 |

Short name:

LPC_MOT

Detector:

Public

Description:

This approach is devised by Tsinghua University and AIBEE Inc.

Reference:

P. Dai, R. Weng, W. Choi, C. Zhang, Z. He, W. Ding. Learning a Proposal Classifier for Multiple Object tracking. In CVPR (Accepted), 2021.

Last submitted:

September 07, 2020 (7 months ago)

Published:

September 25, 2020 at 09:23:34 CET

Submissions:

3

Project page / code:

Open source:

Yes

Hardware:

GeForce GTX 1080 Ti

Runtime:

4.8 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
MOT1759.066.851.578.0703 (29.9)798 (33.9)23,102206,94863.393.956.047.762.774.051.075.780.91.31,122 (17.7)1,943 (30.7)

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-DPM47.355.245.477.58111043,28549.196.854.637.761.573.839.177.280.50.21215
MOT17-01-FRCNN46.754.344.076.310104282,99553.689.050.038.856.072.742.370.479.61.01823
MOT17-01-SDP49.955.045.276.6991863,02553.194.851.639.655.877.341.874.780.00.42028
MOT17-03-DPM69.975.257.178.372183,68027,77173.595.459.155.465.374.959.176.881.12.566121
MOT17-03-FRCNN71.176.957.777.872173,49726,65074.595.759.855.865.475.659.676.580.82.368151
MOT17-03-SDP75.178.659.977.191145,60420,31680.693.860.659.467.773.164.474.980.23.795239
MOT17-06-DPM55.758.747.078.975868924,29063.689.446.747.466.959.652.173.281.40.74485
MOT17-06-FRCNN58.462.249.478.486621,1763,66668.987.348.850.267.660.956.371.481.11.055113
MOT17-06-SDP57.961.848.978.492631,2453,65669.086.748.150.067.660.556.470.981.11.062103
MOT17-07-DPM45.151.239.778.08184598,75248.294.742.737.145.377.038.976.481.00.968123
MOT17-07-FRCNN44.849.738.878.08195178,73348.394.041.037.043.577.339.075.981.01.076116
MOT17-07-SDP47.852.140.177.69156538,09752.193.141.339.344.675.041.874.780.61.369129
MOT17-08-DPM33.845.440.581.4183751613,43236.493.756.029.461.576.630.679.083.70.82945
MOT17-08-FRCNN32.743.839.681.2183674713,43436.491.153.729.362.072.930.777.083.21.23658
MOT17-08-SDP34.246.640.880.8203784113,03238.390.654.630.561.773.632.276.383.11.33658
MOT17-12-DPM47.158.747.182.020431174,45048.797.356.439.460.581.840.981.984.40.12223
MOT17-12-FRCNN46.157.946.382.01843814,57247.298.155.838.560.079.739.882.584.40.11618
MOT17-12-SDP47.459.947.681.520421984,34149.995.656.939.961.281.441.980.284.00.21824
MOT17-14-DPM35.145.733.376.5137842711,47337.994.338.828.742.171.529.974.479.90.699127
MOT17-14-FRCNN36.547.234.575.7167181610,81441.590.439.230.742.172.732.671.079.11.1107175
MOT17-14-SDP39.549.136.075.7206991810,16445.090.139.433.142.771.235.470.979.21.2106169

Raw data: