TY - JOUR
T1 - Towards sketch recognition by mirroring
AU - Vered, Mor
AU - Kaminka, Gal A.
PY - 2015/5/4
Y1 - 2015/5/4
N2 - Humans increasingly use sketches, drawn on paper, on a computer, or via hand gestures in the air, as part of their communications with agents, robots, and other humans. To recognize shapes in sketches, most existing work focuses on offline (post-drawing) recognition methods, trained on large sets of examples . Given the infinite number of ways in which shapes can appear-rotated, scaled, translated-and given inherent inaccuracies in the drawings, these methods do not allow on-line recognition, and require a very large library (or expensive pre-processing) in order to recognize even a small number of shapes. We present an online shape recognizer that identifies multi-stroke geometric shapes without a plan library. Inspired by mirroring processes hypothesized to take place in socially-intelligent brains, the recognizer uses a shape-drawing planner for drawn-shape recognition. It is a form of plan recognition from planning.
AB - Humans increasingly use sketches, drawn on paper, on a computer, or via hand gestures in the air, as part of their communications with agents, robots, and other humans. To recognize shapes in sketches, most existing work focuses on offline (post-drawing) recognition methods, trained on large sets of examples . Given the infinite number of ways in which shapes can appear-rotated, scaled, translated-and given inherent inaccuracies in the drawings, these methods do not allow on-line recognition, and require a very large library (or expensive pre-processing) in order to recognize even a small number of shapes. We present an online shape recognizer that identifies multi-stroke geometric shapes without a plan library. Inspired by mirroring processes hypothesized to take place in socially-intelligent brains, the recognizer uses a shape-drawing planner for drawn-shape recognition. It is a form of plan recognition from planning.
UR - http://www.scopus.com/inward/record.url?scp=84944685139&partnerID=8YFLogxK
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VL - 3
SP - 1867
EP - 1868
JO - Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
JF - Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
ER -