Historical Appearance Matching and Scene Adaptive Detection Filtering

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:

HAM_SADF17

Benchmark:

Description:

n/a

Hardware:

3.7 GHZ, 1 Core, TITAN X

Detector:

Public

Processing:

Online

Last submitted:

September 07, 2018 (8 months ago)

Published:

September 07, 2018 at 10:21:48 CET

Submissions:

1

Open source:

No

Project page / code:

n/a

Reference:

Y. Yoon, A. Boragule, Y. Song, K. Yoon, M. Jeon. Online Multi-Object Tracking with Historical Appearance Matching and Scene Adaptive Detection Filtering. In IEEE AVSS, 2018.

Benchmark performance:

MOTAMOTPFAFMTMLFPFNID Sw.FragSpecificationsDetector
48.377.21.217.1 % 41.7 % 20,967269,0381,8713,0203.7 GHZ, 1 Core, TITAN XPublic
IDF1ID PrecisionID Recall
51.171.239.9

Detailed performance:

Sequence MOTA IDF1 MOTP FAF GT MT ML FP FN ID Sw Frag
MOT17-01-DPM28.935.872.80.32416.7 % 50.0 % 1234,4412020
MOT17-03-DPM47.047.576.62.814816.9 % 25.0 % 4,21051,118201275
MOT17-06-DPM37.849.574.00.32229.0 % 60.4 % 3466,9335492
MOT17-07-DPM30.938.974.01.3606.7 % 55.0 % 64510,96964121
MOT17-08-DPM23.428.380.70.8769.2 % 56.6 % 48915,6296449
MOT17-12-DPM38.549.077.20.2919.9 % 58.2 % 2195,0813030
MOT17-14-DPM21.233.775.50.81643.7 % 64.0 % 58813,9323850
MOT17-01-FRCNN31.642.576.62.62429.2 % 41.7 % 1,1513,2382139
MOT17-03-FRCNN58.055.978.00.814823.0 % 17.6 % 1,27442,496190277
MOT17-06-FRCNN48.758.477.30.622219.8 % 37.4 % 7565,21580156
MOT17-07-FRCNN33.239.674.52.2605.0 % 33.3 % 1,10410,083105216
MOT17-08-FRCNN22.929.580.70.8769.2 % 53.9 % 53015,7055263
MOT17-12-FRCNN37.650.778.10.49114.3 % 52.7 % 3255,0572325
MOT17-14-FRCNN20.934.471.92.71644.3 % 51.8 % 2,03012,412170280
MOT17-01-SDP44.452.774.62.42429.2 % 16.7 % 1,0962,4493865
MOT17-03-SDP75.967.378.50.914851.4 % 8.8 % 1,34223,645200459
MOT17-06-SDP53.758.975.20.922232.9 % 32.0 % 1,0884,243124189
MOT17-07-SDP46.145.575.81.86021.7 % 30.0 % 9108,102100196
MOT17-08-SDP32.136.679.80.87614.5 % 46.1 % 48113,76998118
MOT17-12-SDP41.855.378.60.89123.1 % 48.4 % 7084,3013842
MOT17-14-SDP35.447.173.02.11646.7 % 40.2 % 1,55210,220161258

Raw data:


HAM_SADF17