Restoring images and Rootkits

Let's assume you have an uninfected backup image created when you first installed Win7 and prior to first connecting to the internet. Subsequently your OS becomes infected with a rootkit. If the clean image is restored to the HD will the rootkit be eradicated? I realize removing the rootkit is the preferable approach but I'm curious about what happens when a clean image is restored.