First cell stores the path to a variable:
%%javascript
// This gets the name of the notebook so we can use relative paths.
var kernel = IPython.notebook.kernel;
var thename = window.document.getElementById("notebook_name").innerHTML;
var command = "NotebookPath = " + "'"+thename+"'";
kernel.execute(command);
Later cells can use it:
FileName = os.path.join(os.path.dirname(NotebookPath), 'MMF.png')