Even the largest images produced by the network are only 512px x 512px and most are smaller — adding more pixels to these kinds of networks is fairly expensive

Even the largest images produced by the network are only 512px x 512px and most are smaller — adding more pixels to these kinds of networks is fairly expensive and not at all worth it if you're training thousands of them over and over again while doing research.