Introduction.- Representation of Tactile and Visual Modalities.- Tactile Object Recognition using Joint Sparse Coding.- Tactile Object Recognition using Supervised Dictionary Learning.- Tactile Adjective Understanding using Structured Output-Associated Dictionary Learning.- Tactile Material Identification using Semantics-Regularized Dictionary Learning.- Visual-Tactile Fusion Object Recognition using Joint Sparse Coding.- Visual-Tactile Fusion...