Online Multiplayer Tracking by Extracting Temporal Contexts with Transformer

<table class="table-group" id="tab5"><tr><td><table class="table"><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr class="thead"><td class="align_left"><i>Adding feature</i></td><td class="align_center"><i>IDF1↑</i></td><td class="align_center"><i>MOTA↑</i></td><td class="align_center"><i>MOTP↑</i></td><td class="align_center"><i>MT↑</i></td><td class="align_center"><i>ML↓</i></td></tr><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr><td class="align_left">Current &amp; Current</td><td class="align_center">53.5</td><td class="align_center">67.9</td><td class="align_center">69.0</td><td class="align_center">51.9</td><td class="align_center">25.9</td></tr><tr><td class="align_left">Translated &amp; Current</td><td class="align_center">50.1</td><td class="align_center">66.7</td><td class="align_center">74.1</td><td class="align_center">55.8</td><td class="align_center">23.4</td></tr><tr><td class="align_left">Previous &amp; Current</td><td class="align_center">56.1</td><td class="align_center">75.3</td><td class="align_center">80.6</td><td class="align_center">57.0</td><td class="align_center">20.0</td></tr><tr class="table-tr"><td colspan="6"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Temporal contexts between consecutive frames can improve the tracking effect on the expanded APIDIS basketball dataset.</div>

Wireless Communications and Mobile Computing

tab5

Table 5

Table 5: Online Multiplayer Tracking by Extracting Temporal Contexts with Transformer 