PHD_DCM: GM-PHD FILTER BASED ONLINE MULTIPLE HUMAN TRACKING USING DEEP DISCRIMINATIVE CORRELATION MATCHING

MOT17-12-SDP


Benchmark:

MOT17 |

Short name:

PHD_DCM

Detector:

Public

Description:

n/a

Reference:

Z. Fu, F. Angelini, S. Naqvi, J. Chambers. GM-PHD Filter Based Online Multiple Human Tracking Using Deep Discriminative Correlation Matching. In 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018.

Last submitted:

October 07, 2017 (3 years ago)

Published:

November 19, 2020 at 12:25:12 CET

Submissions:

1

Project page / code:

n/a

Open source:

No

Hardware:

i7 3.5GHz, 4 Cores; GTX 1060

Runtime:

1.6 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
MOT1746.547.638.277.2397 (16.9)875 (37.2)23,859272,43051.792.437.938.841.173.041.373.880.21.35,649 (109.2)9,298 (179.8)

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-DPM25.534.125.972.81121914,55629.490.831.521.332.971.422.268.877.10.458135
MOT17-01-FRCNN26.340.534.876.7681,4683,25949.568.537.033.042.766.540.756.379.13.32775
MOT17-01-SDP38.643.036.474.6751,0752,72957.777.635.338.137.675.845.160.778.32.4155191
MOT17-03-DPM43.439.130.676.419383,98054,65747.892.626.535.728.567.437.773.179.62.75731,793
MOT17-03-FRCNN57.454.942.577.935251,75642,49659.497.340.145.543.572.447.677.980.91.2322777
MOT17-03-SDP73.361.050.078.770161,25326,04875.198.443.757.546.575.960.479.181.50.86771,422
MOT17-06-DPM43.054.239.473.9261052396,29046.695.846.134.150.872.835.573.177.90.2193281
MOT17-06-FRCNN53.154.443.277.150576844,58461.191.341.345.553.860.849.173.480.10.6253279
MOT17-06-SDP52.858.845.476.370667974,41462.590.246.244.950.475.049.271.079.70.7351273
MOT17-07-DPM32.041.230.574.842945110,83135.993.135.026.836.577.127.972.378.30.9212447
MOT17-07-FRCNN32.940.032.274.76161,5669,52643.682.533.831.736.270.534.865.877.83.1250432
MOT17-07-SDP46.146.937.276.314121,1947,61654.988.635.339.637.575.643.470.079.62.4296439
MOT17-08-DPM22.728.626.380.764145315,73625.592.233.820.535.779.521.276.682.50.7146194
MOT17-08-FRCNN21.928.927.480.284087115,52326.586.535.921.038.280.822.172.282.21.4102140
MOT17-08-SDP29.232.128.779.2103577213,86034.490.430.926.933.775.028.374.481.51.2329381
MOT17-12-DPM37.649.338.377.710532335,10741.193.947.031.251.674.032.774.780.60.364104
MOT17-12-FRCNN39.251.339.878.312482964,92643.292.748.133.153.475.735.075.181.20.34980
MOT17-12-SDP41.455.844.178.919377194,25550.986.051.937.654.878.041.670.281.60.8106127
MOT17-14-DPM17.729.621.575.1310292213,92124.783.225.418.326.874.219.465.477.91.2363418
MOT17-14-FRCNN17.335.928.271.310733,09611,70436.768.631.925.635.562.929.354.974.34.1489647
MOT17-14-SDP30.442.730.972.711571,84310,39243.881.432.030.234.671.533.562.476.62.5634663

Raw data: