Particle PHD Filter With Online Group-structured Dictionary Learning

MOT17-01-DPM MOT17-03-DPM MOT17-06-DPM MOT17-07-DPM MOT17-08-DPM MOT17-12-DPM MOT17-14-DPM MOT17-01-FRCNN MOT17-03-FRCNN MOT17-06-FRCNN

Short name:

PHD_GSDL17

Benchmark:

Description:

n/a

Hardware:

3.5GHz, 1 Core

Detector:

Public

Processing:

Online

Last submitted:

December 14, 2017 (11 months ago)

Published:

December 19, 2017 at 15:18:17 CET

Submissions:

1

Open source:

No

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.

Benchmark performance:

MOTAMOTPFAFMTMLFPFNID Sw.FragSpecificationsDetector
48.077.21.317.1 % 35.6 % 23,199265,9543,9988,8863.5GHz, 1 CorePublic
IDF1ID PrecisionID Recall
49.668.439.0

Detailed performance:

Sequence MOTA IDF1 MOTP FAF GT MT ML FP FN ID Sw Frag
MOT17-01-DPM28.437.672.40.5248.3 % 41.7 % 2464,31063149
MOT17-03-DPM48.245.276.31.614815.5 % 23.0 % 2,42851,2775611,898
MOT17-06-DPM44.352.073.50.322212.6 % 43.7 % 4085,925236314
MOT17-07-DPM34.340.974.21.6608.3 % 40.0 % 81210,033251475
MOT17-08-DPM23.729.180.40.7766.6 % 53.9 % 40915,549170233
MOT17-12-DPM34.147.277.21.19115.4 % 45.1 % 9534,67881120
MOT17-14-DPM20.631.874.71.51644.9 % 57.9 % 1,10113,117459466
MOT17-01-FRCNN24.340.276.73.62425.0 % 33.3 % 1,6213,2352671
MOT17-03-FRCNN57.755.177.81.214824.3 % 16.9 % 1,80942,257247747
MOT17-06-FRCNN53.655.877.10.522221.2 % 26.1 % 6284,733101265
MOT17-07-FRCNN33.541.474.63.2608.3 % 28.3 % 1,5929,458176407
MOT17-08-FRCNN23.529.380.10.97610.5 % 53.9 % 55415,52981130
MOT17-12-FRCNN36.048.877.60.99115.4 % 45.1 % 7994,67769112
MOT17-14-FRCNN19.736.971.43.61645.5 % 45.7 % 2,72011,884229561
MOT17-01-SDP38.847.574.32.82433.3 % 16.7 % 1,2602,546143182
MOT17-03-SDP73.964.278.70.814848.0 % 10.1 % 1,27325,6353741,270
MOT17-06-SDP55.055.576.30.622226.1 % 30.2 % 7394,450114250
MOT17-07-SDP46.647.376.42.16021.7 % 25.0 % 1,0407,842143342
MOT17-08-SDP29.633.679.80.87613.2 % 46.1 % 48714,230155240
MOT17-12-SDP40.155.778.61.19120.9 % 39.6 % 9484,121124163
MOT17-14-SDP34.945.372.91.81647.9 % 36.0 % 1,37210,468195491

Raw data:


PHD_GSDL17