Currently, international finance supervision takes financial stability as its objective but global financial standards tend to respond to the prerogatives of advanced economies. Its complex and strict supervision standard can not fit for the demand of developing countries and obstruct the development of financial inclusion, as a result, it is unhelpful for inclusive economic growth. International finance supervision must reform, and construct the international finance supervision system with inclusion in order to comply with the changes of international finance structure and the innovation of financial science and technology. International finance supervision should break through the single goal of finance stability maximization, but pursue the double objectives of stability and financial inclusion. The position and discourse rights of the developing countries should be raised through the reform of international finance standard-setting agency. The sustainable development of innovative products of financial science and technology can be effectively supervised by setting up a new international finance standard-setting agency in digital finance field.