Sensing systems as well as their methods of operation and training are described. In some embodiments, a sensing system may include a compliant contact pad configured to contact an environment, and a plurality of sensors configured to detect a physical parameter associated with deformation of the compliant contact pad. A processor configured to receive signals from the plurality of sensors may determine a magnitude and direction of a force applied to the compliant contact pad.