I read that both Batman and Wonder Woman were operating "in the shadows" and had established "mythical" reputations. Or something. Because everyone knows Wonder Woman does her best work in secret, out of the public eye. Hence the inconspicuous outfit.
Add in Cyborg, GL, Flash... maybe they were like the Secret Defenders!