Installed Java SE 1.7.0u10 from Oracle w/ their installer package
Downloaded and unpacked Eclipse Juno (4.2.1)
Double click Eclipse
I had this problem and found that I did not have JDK installed on my Mac. Once I did that, Eclipse starts normally.