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Breast cancer is one of the most common diseases among women worldwide. It is considered one of the leading causes of death among women. Therefore, early detection is necessary to save lives. Thermography imaging is an effective diagnostic technique which is used for breast cancer detection with the help of infrared technology. In this paper, we propose a fully automatic breast cancer detection system. First, U-Net network is used to automatically extract and isolate the breast area from thedoi:10.1371/journal.pone.0262349 pmid:35030211 pmcid:PMC8759675 fatcat:3im3likw2vdgpjlm252hf5gil4