do exceptions reduce performance?

My application traverses a directory tree and in each directory it tries to open a file with a particular name (using File.OpenRead()). If this call throws FileNotFoundException then it knows that the file does not exist. Would I rather have a File.Exists() call before that to check if file exists? Would this be more efficient?