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


Video not available.

Benchmark:

MOT17 |

Short name:

PHD_GSDL17

Detector:

Public

Description:

n/a

Project page / code:

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.

Processing:

Online

Last submitted:

December 14, 2017 (2 years ago)

Published:

December 19, 2017 at 15:18:17 CET

Submissions:

1

Open source:

No

Hardware:

3.5GHz, 1 Core

Runtime:

6.7 Hz

Benchmark performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT1748.049.677.2402 (17.1)838 (35.6)23,199265,95452.992.81.33,998 (75.6)8,886 (168.1)

Detailed performance:

Sequence MOTA IDF1 MOTP MT ML FP FN Recall Precision FAF ID Sw. Frag
MOT17-01-DPM28.437.672.42102464,31033.289.70.563149
MOT17-01-FRCNN24.340.276.7681,6213,23549.866.53.62671
MOT17-01-SDP38.847.574.3841,2602,54660.575.62.8143182
MOT17-03-DPM48.245.276.323342,42851,27751.095.71.65611,898
MOT17-03-FRCNN57.755.177.836251,80942,25759.697.21.2247747
MOT17-03-SDP73.964.278.771151,27325,63575.598.40.83741,270
MOT17-06-DPM44.352.073.528974085,92549.793.50.3236314
MOT17-06-FRCNN53.655.877.147586284,73359.891.80.5101265
MOT17-06-SDP55.055.576.358677394,45062.290.80.6114250
MOT17-07-DPM34.340.974.252481210,03340.689.41.6251475
MOT17-07-FRCNN33.541.474.65171,5929,45844.082.43.2176407
MOT17-07-SDP46.647.376.413151,0407,84253.689.72.1143342
MOT17-08-DPM23.729.180.454140915,54926.493.20.7170233
MOT17-08-FRCNN23.529.380.184155415,52926.591.00.981130
MOT17-08-SDP29.633.679.8103548714,23032.693.40.8155240
MOT17-12-DPM34.147.277.214419534,67846.080.71.181120
MOT17-12-FRCNN36.048.877.614417994,67746.083.30.969112
MOT17-12-SDP40.155.778.619369484,12152.582.71.1124163
MOT17-14-DPM20.631.874.78951,10113,11729.083.01.5459466
MOT17-14-FRCNN19.736.971.49752,72011,88435.770.83.6229561
MOT17-14-SDP34.945.372.913591,37210,46843.485.41.8195491

Raw data: