As a typical representative of the new rail transit technology, magnetic levitation (maglev) transport has the advantages of no mechanical contact wear, high running speed, being safe and reliable, environment-friendly and so on. After 60 years of development, maglev transport is gradually becoming mature. Firstly, the developments of maglev trains at home and abroad were reviewed. Subsequently, permanent magnet suspension (PMS), electromagnetic suspension (EMS), electrodynamic suspension (EDS), and high-temperature superconducting pinning levitation (HTSPL) were presented from the structural principles, core technologies, and application fields. Then, the suspension characteristics, suspension gap, electromagnetic force calculation, and technology maturity of these four magnetic levitation modes were described. After that, eight key problems for the development of the 600 km/h high-speed maglev train were proposed which include construction of test platform, motor control strategy, emergency braking, line maintenance, wireless energy transmission, wireless communication, aerodynamic noise, and maglev turnout. Finally, the research progress and the research topics of ultra-high-speed evacuated tube transportation system were discussed and prospected.