GM_PHD: Gaussian Mixture Probability Hypothesis Density Filter

MOT17-01-DPM


Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Rendering of new sequences is currently deactivated due to heavy load.

Benchmark:

MOT17 |

Short name:

GM_PHD

Detector:

Public

Description:

n/a

Reference:

V. Eiselein, D. Arp, M. P├Ątzold, T. Sikora. Real-time Multi-Human Tracking using a Probability Hypothesis Density Filter and multiple detectors. In 9th IEEE International Conference on Advanced Video and Signal-Based Surveillance, 2012.

Last submitted:

October 28, 2017 (5 years ago)

Published:

September 23, 2017 at 15:33:43 CET

Submissions:

2

Project page / code:

n/a

Open source:

No

Hardware:

3.4 GHz, 1 Core

Runtime:

38.4 Hz

Benchmark performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1736.433.928.197 (4.1)1,349 (57.3)23,723330,76741.490.826.030.827.177.732.771.779.41.34,607 (111.3)11,317 (273.5)

Detailed performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT17-01-DPM19.121.817.20113964,74226.581.216.218.516.672.719.860.776.00.977144
MOT17-01-FRCNN21.530.127.93101,2073,81240.968.628.028.029.179.733.456.078.82.74490
MOT17-01-SDP30.131.825.2176963,73742.179.622.328.823.275.432.461.377.61.576211
MOT17-03-DPM32.623.619.45408,83060,31742.483.412.630.212.978.233.165.177.85.91,3683,339
MOT17-03-FRCNN54.147.238.133302,27645,42256.696.334.143.135.479.645.276.980.61.5342705
MOT17-03-SDP65.648.439.642151,28733,98867.598.230.951.032.178.953.477.780.60.97752,367
MOT17-06-DPM12.818.114.001849210,08214.494.918.910.519.479.510.669.976.30.1103222
MOT17-06-FRCNN21.027.921.211511789,03123.493.924.418.425.678.618.976.080.80.1106198
MOT17-06-SDP12.918.013.301731519,99415.292.215.811.216.674.111.469.476.70.1123230
MOT17-07-DPM22.124.317.20301,05211,88729.682.614.021.514.769.222.863.675.22.1220414
MOT17-07-FRCNN29.533.825.912097210,79236.186.326.126.628.168.628.467.777.61.9147390
MOT17-07-SDP31.528.820.312462610,76636.390.715.626.617.563.828.070.177.91.3179488
MOT17-08-DPM8.711.510.105474818,36013.178.79.710.69.980.211.066.180.01.2188363
MOT17-08-FRCNN15.720.319.005048717,23018.488.924.215.124.786.315.675.083.80.893189
MOT17-08-SDP10.812.611.005818418,48412.593.512.010.012.379.610.175.980.80.3171350
MOT17-12-DPM9.617.614.00674667,26516.275.116.612.017.079.112.859.278.10.5104190
MOT17-12-FRCNN20.729.623.72622036,61723.791.030.118.731.382.319.374.482.00.257129
MOT17-12-SDP9.015.913.10732027,62712.083.718.69.319.182.79.566.680.90.261142
MOT17-14-DPM15.625.318.4210892314,57821.180.922.015.523.170.016.362.575.81.295276
MOT17-14-FRCNN17.729.622.94931,65413,41927.475.426.620.229.662.421.860.075.02.2131451
MOT17-14-SDP25.034.524.32891,09312,61731.784.326.522.428.668.624.063.876.51.5147429

Raw data: