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

MOT17-01-DPM


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 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT1746.547.677.2397 (16.9)875 (37.2)23,859272,43051.792.41.35,649 (109.2)9,298 (179.8)

Detailed performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT17-01-DPM25.534.172.81121914,55629.490.80.458135
MOT17-01-FRCNN26.340.576.7681,4683,25949.568.53.32775
MOT17-01-SDP38.643.074.6751,0752,72957.777.62.4155191
MOT17-03-DPM43.439.176.419383,98054,65747.892.62.75731,793
MOT17-03-FRCNN57.454.977.935251,75642,49659.497.31.2322777
MOT17-03-SDP73.361.078.770161,25326,04875.198.40.86771,422
MOT17-06-DPM43.054.273.9261052396,29046.695.80.2193281
MOT17-06-FRCNN53.154.477.150576844,58461.191.30.6253279
MOT17-06-SDP52.858.876.370667974,41462.590.20.7351273
MOT17-07-DPM32.041.274.842945110,83135.993.10.9212447
MOT17-07-FRCNN32.940.074.76161,5669,52643.682.53.1250432
MOT17-07-SDP46.146.976.314121,1947,61654.988.62.4296439
MOT17-08-DPM22.728.680.764145315,73625.592.20.7146194
MOT17-08-FRCNN21.928.980.284087115,52326.586.51.4102140
MOT17-08-SDP29.232.179.2103577213,86034.490.41.2329381
MOT17-12-DPM37.649.377.710532335,10741.193.90.364104
MOT17-12-FRCNN39.251.378.312482964,92643.292.70.34980
MOT17-12-SDP41.455.878.919377194,25550.986.00.8106127
MOT17-14-DPM17.729.675.1310292213,92124.783.21.2363418
MOT17-14-FRCNN17.335.971.310733,09611,70436.768.64.1489647
MOT17-14-SDP30.442.772.711571,84310,39243.881.42.5634663

Raw data: