HAM_SADF: Historical Appearance Matching and Scene Adaptive Detection Filtering

TUD-Crossing


Benchmark:

MOT15 |

Short name:

HAM_SADF

Detector:

Public

Description:

https://github.com/yyc9268/Deep-TAMA

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.

Last submitted:

June 13, 2018 (3 years ago)

Published:

June 04, 2018 at 07:12:57 CET

Submissions:

3

Open source:

Yes

Hardware:

3.7 GHZ, 4 Core, TITAN X

Runtime:

18.7 Hz

Benchmark performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
MOT1525.237.828.241 (5.7)420 (58.3)7,33038,27537.776.031.525.534.268.528.757.875.51.3357 (9.5)745 (19.8)

Detailed performance:

Sequence MOTA IDF1 HOTA MT ML FP FN Rcll Prcn AssA DetA AssRe AssPr DetRe DetPr LocA FAF ID Sw. Frag
ADL-Rundle-111.938.029.0683,4494,69549.557.230.927.834.565.238.143.975.36.956121
ADL-Rundle-333.242.031.14111,2595,46846.278.931.431.033.271.035.260.076.62.06061
AVG-TownCentre14.526.520.651582425,84118.384.431.813.534.866.713.964.474.40.52778
ETH-Crossing26.141.427.31182271828.492.835.021.338.074.922.172.279.00.112
ETH-Jelmoli37.957.037.97211611,40844.587.544.832.250.071.034.668.177.80.4730
ETH-Linthescher15.523.621.06161847,44816.694.635.512.438.172.612.772.177.50.11135
KITTI-1638.347.829.8048894444.589.628.131.731.856.033.968.276.90.41833
KITTI-1926.043.830.44217463,16040.974.534.027.737.765.130.956.372.10.748142
PETS09-S2L239.237.627.03105495,21645.989.022.632.524.065.834.366.574.21.3101189
TUD-Crossing58.968.147.9427237266.291.050.145.952.573.550.469.378.40.4913
Venice-119.333.125.8166583,00534.170.329.922.531.274.026.053.576.41.51941

Raw data:


HAM_SADF