HAM_SADF: Historical Appearance Matching and Scene Adaptive Detection Filtering


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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.

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:

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 (4 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: