According to the development of support vector machine, this study reviews many literatures based on applications in different domains, such as text classification, human body detection, vehicle traffic recognition, medical examination, and so on. Meanwhile, the theory and development of support vector machine are both expounded in detail from the principle of kernel function and its multiple classifications based on actual dataset. The potential improvements of support vector machine technology are infinite. We look forward to see their development prospects.