Title :
Scene Matching between a Map and a Hand Drawn Sketch Using Spatial Relations
Author :
Parekh, Gaurav ; Skubic, Marjorie ; Sjahputera, Ozy ; Keller, James M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Missouri Univ., Columbia, MO
Abstract :
The goal of this work is to determine the object correspondence between a sketched map and the scene depicted by the sketch, e.g., as represented by an occupancy grid map (OGM) built by a robot. We describe a novel method based on spatial relations for accomplishing this task. Our method is based on using the histogram of forces as scene descriptors. We generate a correspondence map between two scene descriptors and evaluate its confidence. From this map, we generate a one-to-one object correspondence map for the two scenes such that the object correspondence confidence value is maximized. Challenges include the fact that the two scenes may differ in terms of the shape and size of the objects, their orientation, and the objects might be shifted due to translation. The approach is evaluated using several hand drawn sketches that were collected as a part of a user study. We believe that the ability to perform scene matching will make our sketch interface more robust and easier to use, thereby providing us with a more intuitive way of communicating with the robots
Keywords :
feature extraction; image matching; object recognition; robot vision; hand drawn sketch; object correspondence; object shape; object size; occupancy grid map; robot vision; scene description; scene matching; sketch interface; sketch-based navigation; spatial relations; Histograms; Human robot interaction; Intelligent robots; Layout; Morphology; Navigation; Quantization; Robotics and automation; Robustness; Shape; histogram of forces; scene matching; sketch-based navigation; spatial relations;
Conference_Titel :
Robotics and Automation, 2007 IEEE International Conference on
Conference_Location :
Roma
Print_ISBN :
1-4244-0601-3
Electronic_ISBN :
1050-4729
DOI :
10.1109/ROBOT.2007.364094