In recent years, with the continuous development and extension of the meaning and scope of blue carbon captured by marine organisms, the importance of blue carbon protection has attracted widespread attention from the international community. The ocean is the largest carbon pool on Earth. The Southern Ocean absorbs 40% of the global marine carbon dioxide, and is forming the world's largest blue carbon sink. It is a key region in the global effort to achieve carbon neutrality and address climate change. Through preliminary analysis of the mechanism of Antarctic blue carbon cycle, three important pathways for the formation of Antarctic blue carbon are found, including sea ice melting, ice shelf calving and glacier retreat, which would further stimulate the potential of Antarctic blue carbon to cope with global climate change. Based on the international law framework of the Paris Agreement and the Antarctic Treaty System, it is proposed to realize the protection of Antarctic blue carbon through the establishment of Non-Market Approach framework, Antarctic Specially Protected Area, and Antarctic Marine Protected Area. However, there are many governance dilemmas to be faced from international law, scientific evidence, economic rights and geopolitics. Therefore, it is suggested that China should strengthen the research on key scientific issues, participate in the formulation of rules, establish the system of Antarctic protected areas, promote international cooperation, and eventually build an all-dimensional, multi-layered and multi-dimensional protection system for Antarctic blue carbon based on the framework of international law.