Do I need a transit permit??

Hello
We are going from Houston to beijing and beijing to delhi. There is a stop over of 15 hours and we are planning to stay at a hotel for the stop over.
We are Indian Citizen. Do we need the visa (since we leaving airport but not Beijing) or transit permit will be ok.
Thanks