PHD_GSDL17: Particle PHD Filter With Online Group-structured Dictionary Learning

MOT17-01-DPM


Benchmark:

MOT17 |

Short name:

PHD_GSDL17

Detector:

Public

Description:

n/a

Reference:

Z. Fu, P. Feng, F. Angelini, J. Chambers, S. Naqvi. Particle PHD Filter based Multiple Human Tracking using Online Group-Structured Dictionary Learning. In IEEE Access, 2018.

Last submitted:

December 14, 2017 (3 years ago)

Published:

December 19, 2017 at 15:18:17 CET

Submissions:

1

Project page / code:

n/a

Open source:

No

Hardware:

3.5GHz, 1 Core

Runtime:

6.7 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
MOT1748.049.639.277.2402 (17.1)838 (35.6)23,199265,95452.992.839.239.543.470.242.173.980.11.33,998 (75.6)8,886 (168.1)

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-DPM28.437.628.172.42102464,31033.289.733.423.636.467.124.967.476.80.563149
MOT17-01-FRCNN24.340.235.176.7681,6213,23549.866.537.932.742.967.841.054.779.03.62671
MOT17-01-SDP38.847.538.774.3841,2602,54660.575.639.038.842.370.647.258.978.12.8143182
MOT17-03-DPM48.245.234.676.323342,42851,27751.095.731.538.333.867.840.075.179.41.65611,898
MOT17-03-FRCNN57.755.142.677.836251,80942,25759.697.240.245.643.871.847.777.880.91.2247747
MOT17-03-SDP73.964.251.378.771151,27325,63575.598.445.957.650.769.760.578.981.50.83741,270
MOT17-06-DPM44.352.038.273.528974085,92549.793.541.135.851.265.437.871.277.60.3236314
MOT17-06-FRCNN53.655.843.677.147586284,73359.891.842.744.754.762.248.173.880.10.5101265
MOT17-06-SDP55.055.543.276.358677394,45062.290.841.745.155.059.049.171.679.70.6114250
MOT17-07-DPM34.340.930.574.252481210,03340.689.431.629.733.374.631.569.377.61.6251475
MOT17-07-FRCNN33.541.432.974.65171,5929,45844.082.434.831.937.569.735.165.777.73.2176407
MOT17-07-SDP46.647.337.076.413151,0407,84253.689.735.539.037.375.742.370.979.62.1143342
MOT17-08-DPM23.729.126.280.454140915,54926.493.232.321.234.577.421.977.282.40.7170233
MOT17-08-FRCNN23.529.327.680.184155415,52926.591.035.921.338.480.322.175.882.30.981130
MOT17-08-SDP29.633.629.879.8103548714,23032.693.434.625.937.375.726.977.182.20.8155240
MOT17-12-DPM34.147.237.777.214419534,67846.080.743.632.749.169.536.864.579.61.181120
MOT17-12-FRCNN36.048.838.377.614417994,67746.083.343.833.752.069.137.467.780.40.969112
MOT17-12-SDP40.155.743.878.619369484,12152.582.750.937.854.376.842.767.481.21.1124163
MOT17-14-DPM20.631.823.374.78951,10113,11729.083.025.521.527.272.022.965.477.61.5459466
MOT17-14-FRCNN19.736.928.471.49752,72011,88435.770.832.825.137.159.628.456.474.53.6229561
MOT17-14-SDP34.945.332.272.913591,37210,46843.485.434.430.537.268.633.265.376.81.8195491

Raw data: