Present-day robots still struggle with extracting qualitative and functional information about objects from the precise measurements of their sensors. In my research, I want to tackle this issue with a multimodal interactive perception approach. Specifically, our robot will use topological and geometric representations to bimanually handle deformable objects such as clothes.