Vietnamese Passport, U.S. Greencard

Hi, I am a U.S. Green Card holder, but my nationality is Vietnamese. On my way back to America, I will have to layover in Hong Kong for over 21 hours. I would like to get out of the airport to find a hotel and travel around a little. Do I need to apply for a visa? My visit is this July