Kidney Cancer is the 9th most common cancer occurring in men and the 14th most common cancer occurring in women. Despite the technological advances in radio-therapy for cancer, a considerable portion of the world still relies on surgical methods to remove the tumor cells causing the cancer. But current advances in Deep Learning technology allows for application in this field, and with enough data, even better segmentation with greater precision on the area occupied by the tumor.