Don't cross the Yangtze River Bridge. It is a small continent in the middle of the river with green agriculture on it. Take Sanshan Street Subway 1 Line South Extension from Confucius Temple and get off at Hongshan Zoo (8 stops).
Walk to Hongshan Station (about 130m).
Take Zhounan Line and get off at Baguazhou (9 stops).