This is a typical appearance of ovarian dermoid cyst, showing fat and calcification. 

Considering the patient history of lower abdominal pain and the imaging features of this lesion being large in size and located in the mid-line, one's mind should be directed to exclude ovarian torsion. However, torsion/detorsion is still a possibility.