Two-phase Dynamic Routing for Micro and Macro-level Equivariance in Multi-Column Capsule Networks

•We propose two-phase dynamic routing for micro and macro level aggregation of multiple region-specific capsule networks.•We demonstrate the superiority of our model over standard capsule networks and state-of-the-art multicolumn architectures.•We evaluate our models on 7 publicaly available datasets.