We developed an efficient approach to deal with the tissue segmentation and registration for the infant brain MR images. Our proposed framework is scalable to various registration tasks in early brain development studies. Promising results have been achieved for infant brain MR images aged from 2-week-old to 1-year-old. The proposed technique can be very useful for many ongoing early brain development studies.