sentence1: based on these findings , zhu et al extended the framework by introducing the cycle-consistency loss , which allowed to perform crossdomain mapping using unpaired datasets .
sentence2: zhu et al introduced the cyclegan to relax this paired data requirement , by incorporating a cycle consistency loss into the generative network to generate images that satisfy the distribution of desired domain .