How is a Muslim Supposed to Dress?

One of the quirky questions reverts are often asked when embracing Islam is: “Do you have to dress like that?” That often implies the long dress coupled with the headscarf for women, and not to mention, those that are predominantly black, as popularly portrayed by the media.