FeatureTransfer: Unsupervised Domain Adaptation for Cross-Domain Deepfake Detection

<table class="table-group" id="tab2"><tr><td><table class="table"><tr><td class="thead-hr" colspan="10"><hr/></td></tr><tr class="thead"><td class="align_left" rowspan="2"> </td><td class="align_center" colspan="2">FF-DF</td><td class="align_center" colspan="2">FF-FS</td><td class="align_center">DF-TIMIT</td><td class="align_center" rowspan="2">DFD</td><td class="align_center" rowspan="2">Celeb-DF</td><td class="align_center" rowspan="2">DFDC-P</td><td class="align_center" rowspan="2">DFDC-F</td></tr><tr class="thead"><td class="align_center">Train</td><td class="align_center">Test</td><td class="align_center">Valid</td><td class="align_center">Test</td><td class="align_center">LQ</td></tr><tr><td class="thead-hr" colspan="10"><hr/></td></tr><tr><td class="align_left">Real</td><td class="align_center">21600</td><td class="align_center">4200</td><td class="align_center">4200</td><td class="align_center">4200</td><td class="align_center">9600</td><td class="align_center">10890</td><td class="align_center">12240</td><td class="align_center">33897</td><td class="align_center">2839521</td></tr><tr><td class="align_left">Fake</td><td class="align_center">21600</td><td class="align_center">4200</td><td class="align_center">4200</td><td class="align_center">4200</td><td class="align_center">9600</td><td class="align_center">91740</td><td class="align_center">23850</td><td class="align_center">123412</td><td class="align_center">2885045</td></tr><tr class="table-tr"><td colspan="10"><hr class="tbody-hr"/></td></tr></table></td></tr><tr class="table-fn"><td><div><i>Note.</i> “Valid” is the short form of validation.<br/></div></td></tr></table>

<div>The numbers of face images from each dataset.</div>

Security and Communication Networks

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Table 2

Table 2: FeatureTransfer: Unsupervised Domain Adaptation for Cross-Domain Deepfake Detection 