In this project we explore forms of representing that emphasize notions such as discovery, embodiment, and fluidity. We are currently working on new techniques for shape matching and object recognition, with applications in generic object detection in natural scenes, pose discrimination, and active vision. This work provides an important link between the physical world and the situation-aware communication systems designed by other members of the Cognitive Machines group.