visa required? or temporary entry permit?

I am an Indian passport holder. want to visit Hong Kong en route to India. will be spending only a day there. Do I need to apply for visit visa? or can i obtain an entry permit at the border(since i will be traveling by train from Guangzhou where i live now)? Thank you..