Configure the Program Flow Graph Preferences

Program flow graph options

Merge Duplicate Links: Check this to display the multiple links between nodes as a single link.
Display fully qualified section/paragraph names.: Check this to display fully qualified section and paragraph names in the graph.

Use curved edges

Check this for Eclipse to display the lines in the program flow graph with curved edges.

Program flow graph node colors / selection: Configure the colors of the different nodes.