There are disclosed embodiments for image based registration. An image registration system sets image transform parameters based on pixels of registered ultrasound image and CT (or MRI) image. The image registration system transforms ultrasound images, which may be newly provided, by using the image transform parameters to thereby output transform images. The image registration system performs image based registration on the transform images and the second images.
