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Lung cancer is one of the most malignant tumors in our country with high morbidity and mortality and the greatest threat to human health and life. Clinically, early detection of early treatment is the key to reducing lung cancer mortality. However, in China, 75% of lung cancer patients are diagnosed late, and their five-year survival rate is less than 20%. Early detection of lung cancer is the detection of small pulmonary nodules, for the discovery of early lung cancer, timely intervention, to i
Radiation therapy is one of the main means of treatment of malignant tumors. The purpose of radiation therapy is to maximize the protection of normal tissues. The target area includes tumor tissue to the maximum extent, to give accurate and uniform dose to certain tumor volume, and the surrounding normal tissue dose is very Small, so as to achieve the purpose of radical cancer.
Drawing vital organs or structures from volumetric medical images such as three-dimensional computed tomography (CT) and magnetic resonance (MR) images is of great importance for clinical practice, especially as 3D images are increased in the diagnosis and treatment of many diseases . Accurate segmentation not only helps to subsequently assess the area of interest quantitatively but also facilitates accurate diagnosis, prognosis prediction, surgical planning and intraoperative guidance.
Cervical cancer is one of the most common cancers in women, with 85% of cervical cancer deaths occurring in low- and middle-income areas with low censuses. Through screening, cervical cancer is the only gynecological cancer that can be detected early and can be cured. Early screening found that cervical precancerous lesions are the key to prevent cervical cancer. About 2.4 billion women worldwide need census of cervical cancer and precancerous lesions each year, with only 160 million (about 7%)
Colorectal cancer (CRC) is the second leading cause of cancer deaths in the United States. According to the American Cancer Society, 49,190 people died in 2016. Since adenomatous polyps (adenocarcinomas) are most likely to develop as CRC, early and accurate detection of polyps from optical colonoscopy (OC) is important for the prevention and timely treatment of CRC. Clinical tests have up to 25% misdiagnosis rates, resulting in poor survival. Therefore, the clinical practice of the need for auto