GANs with Multiple Constraints for Image Translation

<table class="fixed-width table-group" id="tab2"><tr><td><table class="table"><colgroup><col style="width:10.05em"/><col style="width:9.30em"/></colgroup><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Task </td><td class="align_center"> Augmented domain </td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left"> Apple <svg height="6.27169pt" id="M119" style="vertical-align:-0.04980993pt" version="1.1" viewbox="-0.0498162 -6.22188 22.8176 6.27169" width="22.8176pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M885 230V280H158L260 427L238 442C164 361 93 290 53 255C93 220 164 149 238 68L260 83L158 230H885Z"></path></g><g transform="matrix(.013,0,0,-0.013,10.223,0)"><path d="M901 255C861 290 790 361 716 442L694 427L796 280H69V230H796L694 83L716 68C790 149 861 220 901 255Z"></path></g></svg> orange</td><td class="align_center">Pear</td></tr><tr><td class="align_left"> Apple <svg height="6.27169pt" id="M120" style="vertical-align:-0.04980993pt" version="1.1" viewbox="-0.0498162 -6.22188 22.8176 6.27169" width="22.8176pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M885 230V280H158L260 427L238 442C164 361 93 290 53 255C93 220 164 149 238 68L260 83L158 230H885Z"></path></g><g transform="matrix(.013,0,0,-0.013,10.223,0)"><path d="M901 255C861 290 790 361 716 442L694 427L796 280H69V230H796L694 83L716 68C790 149 861 220 901 255Z"></path></g></svg> pear</td><td class="align_center">Orange</td></tr><tr><td class="align_left"> Orange <svg height="6.27169pt" id="M121" style="vertical-align:-0.04980993pt" version="1.1" viewbox="-0.0498162 -6.22188 22.8176 6.27169" width="22.8176pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M885 230V280H158L260 427L238 442C164 361 93 290 53 255C93 220 164 149 238 68L260 83L158 230H885Z"></path></g><g transform="matrix(.013,0,0,-0.013,10.223,0)"><path d="M901 255C861 290 790 361 716 442L694 427L796 280H69V230H796L694 83L716 68C790 149 861 220 901 255Z"></path></g></svg> pear</td><td class="align_center">Apple</td></tr><tr><td class="align_left"> Summer <svg height="6.27169pt" id="M122" style="vertical-align:-0.04980993pt" version="1.1" viewbox="-0.0498162 -6.22188 22.8176 6.27169" width="22.8176pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M885 230V280H158L260 427L238 442C164 361 93 290 53 255C93 220 164 149 238 68L260 83L158 230H885Z"></path></g><g transform="matrix(.013,0,0,-0.013,10.223,0)"><path d="M901 255C861 290 790 361 716 442L694 427L796 280H69V230H796L694 83L716 68C790 149 861 220 901 255Z"></path></g></svg> autumn</td><td class="align_center">Winter</td></tr><tr><td class="align_left"> Summer <svg height="6.27169pt" id="M123" style="vertical-align:-0.04980993pt" version="1.1" viewbox="-0.0498162 -6.22188 22.8176 6.27169" width="22.8176pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M885 230V280H158L260 427L238 442C164 361 93 290 53 255C93 220 164 149 238 68L260 83L158 230H885Z"></path></g><g transform="matrix(.013,0,0,-0.013,10.223,0)"><path d="M901 255C861 290 790 361 716 442L694 427L796 280H69V230H796L694 83L716 68C790 149 861 220 901 255Z"></path></g></svg> winter</td><td class="align_center">Autumn</td></tr><tr><td class="align_left"> Autumn <svg height="6.27169pt" id="M124" style="vertical-align:-0.04980993pt" version="1.1" viewbox="-0.0498162 -6.22188 22.8176 6.27169" width="22.8176pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M885 230V280H158L260 427L238 442C164 361 93 290 53 255C93 220 164 149 238 68L260 83L158 230H885Z"></path></g><g transform="matrix(.013,0,0,-0.013,10.223,0)"><path d="M901 255C861 290 790 361 716 442L694 427L796 280H69V230H796L694 83L716 68C790 149 861 220 901 255Z"></path></g></svg> winter</td><td class="align_center">Summer</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Experiment settings. Image translation between apple and orange, we add images of the pear domain, namely, apple2orange or orange2apple. Others are similar.</div>

Complexity

GANs with Multiple Constraints for Image Translation

Table 2