Abstract: Cancer is today’s one of the most harmful and deadly diseases. Early detection of cancer is essential as it helps radiologists and doctors perform treatment planning and surgery. Detection of tumors in the early stages is a difficult task. Artificial intelligence-based approaches which use deep learning and machine learning techniques assist radiologists in the prediction. The main aim of this research is to develop a fully automated tool for Liver Tumor Segmentation.