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Authors: Laura Antanas ; Martijn van Otterlo ; José Oramas ; Tinne Tuytelaars and Luc De Raedt

Affiliation: Katholieke Universiteit Leuven, Belgium

ISBN: 978-989-8425-99-7

Keyword(s): Hierarchical image understanding, Relational instance-based learning, Structured representations.

Related Ontology Subjects/Areas/Topics: Applications ; Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Case-Based Reasoning ; Computer Vision, Visualization and Computer Graphics ; Enterprise Information Systems ; Image Understanding ; Knowledge Acquisition and Representation ; Object Recognition ; Pattern Recognition ; Software Engineering ; Symbolic Systems ; Theory and Methods

Abstract: Understanding images in terms of hierarchical and logical structures is crucial for many semantic tasks, including image retrieval, scene understanding and robot vision. This paper combines compositional hierarchies, qualitative spatial relations, relational instance-based learning and robust feature extraction in one framework. For each layer in the hierarchy, substructures in the images are detected, classified and then employed one layer up the hierarchy to obtain higher-level semantic structures, by making use of qualitative spatial relations. The approach is applied to street view images. We employ a four-layer hierarchy in which subsequently corners, windows and doors, and individual houses are detected.

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Paper citation in several formats:
Antanas L., van Otterlo M., Oramas J., Tuytelaars T. and De Raedt L. (2012). A RELATIONAL DISTANCE-BASED FRAMEWORK FOR HIERARCHICAL IMAGE UNDERSTANDING.In Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM, ISBN 978-989-8425-99-7, pages 206-218. DOI: 10.5220/0003779702060218

@conference{icpram12,
author={Laura Antanas and Martijn van Otterlo and José Oramas and Tinne Tuytelaars and Luc De Raedt},
title={A RELATIONAL DISTANCE-BASED FRAMEWORK FOR HIERARCHICAL IMAGE UNDERSTANDING},
booktitle={Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM,},
year={2012},
pages={206-218},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003779702060218},
isbn={978-989-8425-99-7},
}

TY - CONF

JO - Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods - Volume 2: ICPRAM,
TI - A RELATIONAL DISTANCE-BASED FRAMEWORK FOR HIERARCHICAL IMAGE UNDERSTANDING
SN - 978-989-8425-99-7
AU - Antanas L.
AU - van Otterlo M.
AU - Oramas J.
AU - Tuytelaars T.
AU - De Raedt L.
PY - 2012
SP - 206
EP - 218
DO - 10.5220/0003779702060218

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