Information-centric networking (ICN) aims to improve the efficiency of content delivery and reduce the redundancy of data transmission by caching contents in network nodes. An important issue is to design caching methods with better cache hit rate and achieve allocating on-demand. Therefore, an in-network caching scheduling scheme for ICN was designed, distinguishing different kinds of contents and dynamically allocating the cache size on-demand. First discussing what was appropriated to be cached in nodes,and then a classification about the contents could be cached was proposed. Furthermore,we used AHP to weight different contents classes through analyzing users’ behavior.And a distributed control process was built, to achieve differentiated caching resource allocation and management. The designed scheme not only avoids the waste of caching resource,but also further enhances the cache availability.Finally, the simulation results are illustrated to show that our method has the superior performance in the aspects of server hit rate and convergence.