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A real-time event-based selective attention system for active vision

Sonnleithner, D; Indiveri, G (2012). A real-time event-based selective attention system for active vision. In: Rückert, Ulrich; Sitte, Joaquin; Werner, Felix. Advances in Autonomous Mini Robots. Berlin, Germany: Proceedings of the 6-th AMiRE Symposium, 205-219.

Abstract

In real world scenarios, guiding vision to focus on salient parts of the visual space is a computationally demanding tasks. Selective attention is a biologi- cally inspired strategy to cope with this problem, that can be used in engineered systems with limited resources. In active vision systems however, the stringent real- time requirements limit the space of solutions that can be achieved with conven- tional machine vision techniques and systems. We propose a hybrid approach where we combine a custom neuromorphic VLSI saliency-map based attention system with a conventional machine vision system, to implement both fast contrast-based saccadic eye movements in parallel with conventional visual attention models that use high-resolution color input images. We describe the system and characterize its response properties with experiments using both basic control visual stimuli and natural scenes.

Additional indexing

Item Type:Book Section, not_refereed, original work
Communities & Collections:07 Faculty of Science > Institute of Neuroinformatics
Dewey Decimal Classification:570 Life sciences; biology
Scopus Subject Areas:Physical Sciences > Artificial Intelligence
Physical Sciences > Human-Computer Interaction
Physical Sciences > Software
Language:English
Date:May 2012
Deposited On:06 Mar 2013 08:24
Last Modified:25 Jan 2025 04:31
Publisher:Proceedings of the 6-th AMiRE Symposium
ISBN:978-3-642-27482-4
OA Status:Closed
Free access at:Official URL. An embargo period may apply.
Publisher DOI:https://doi.org/10.1007/978-3-642-27482-4_21
Official URL:http://ncs.ethz.ch/pubs/pdf/Sonnleithner_Indiveri12.pdf
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