LPC_MOT: Learning a Proposal Classifier for Multiple Object Tracking


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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.

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 (4 years 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 MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1759.066.851.5703 (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 MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT17-01-DPM47.355.245.48111043,28549.196.854.637.761.573.839.177.280.50.21215
MOT17-01-FRCNN46.754.344.010104282,99553.689.050.038.856.072.742.370.479.61.01823
MOT17-01-SDP49.955.045.2991863,02553.194.851.639.655.877.341.874.780.00.42028
MOT17-03-DPM69.975.257.172183,68027,77173.595.459.155.465.374.959.176.881.12.566121
MOT17-03-FRCNN71.176.957.772173,49726,65074.595.759.855.865.475.659.676.580.82.368151
MOT17-03-SDP75.178.659.991145,60420,31680.693.860.659.467.773.164.474.980.23.795239
MOT17-06-DPM55.758.747.075868924,29063.689.446.747.466.959.652.173.281.40.74485
MOT17-06-FRCNN58.462.249.486621,1763,66668.987.348.850.267.660.956.371.481.11.055113
MOT17-06-SDP57.961.848.992631,2453,65669.086.748.150.067.660.556.470.981.11.062103
MOT17-07-DPM45.151.239.78184598,75248.294.742.737.145.377.038.976.481.00.968123
MOT17-07-FRCNN44.849.738.88195178,73348.394.041.037.043.577.339.075.981.01.076116
MOT17-07-SDP47.852.140.19156538,09752.193.141.339.344.675.041.874.780.61.369129
MOT17-08-DPM33.845.440.5183751613,43236.493.756.029.461.576.630.679.083.70.82945
MOT17-08-FRCNN32.743.839.6183674713,43436.491.153.729.362.072.930.777.083.21.23658
MOT17-08-SDP34.246.640.8203784113,03238.390.654.630.561.773.632.276.383.11.33658
MOT17-12-DPM47.158.747.120431174,45048.797.356.439.460.581.840.981.984.40.12223
MOT17-12-FRCNN46.157.946.31843814,57247.298.155.838.560.079.739.882.584.40.11618
MOT17-12-SDP47.459.947.620421984,34149.995.656.939.961.281.441.980.284.00.21824
MOT17-14-DPM35.145.733.3137842711,47337.994.338.828.742.171.529.974.479.90.699127
MOT17-14-FRCNN36.547.234.5167181610,81441.590.439.230.742.172.732.671.079.11.1107175
MOT17-14-SDP39.549.136.0206991810,16445.090.139.433.142.771.235.470.979.21.2106169

Raw data:


LPC_MOT