A saliency model for goal directed actions

Narayan V, Tscherepanow M, Wrede B (2012)
In: Proceedings of the International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB). IEEE.

Conference Paper | Published | English

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Abstract
In this paper, we propose a saliency model which can be used to guide eye movements for viewing a goal-directed action video. The model employs top-down and bottom-up saliency components which work purely on contrasts of random pixels in the image. We construct task specific spatio-temporal priors and integrate them into the top-down and bottom-up modules. These priors reduce the search space for the target object, thereby automatically suppressing those image regions that are task irrelevant. For the purpose of evaluation we introduce a new goal-directed video database containing 60 sequences of five goal-directed actions performed by the same human demonstrator. The presented results of saliency detection justify the proposed model and demonstrate its advantage over models for task independent saliency detection.
Publishing Year
Conference
International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB)
Location
San Diego, USA
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Narayan V, Tscherepanow M, Wrede B. A saliency model for goal directed actions. In: Proceedings of the International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB). IEEE; 2012.
Narayan, V., Tscherepanow, M., & Wrede, B. (2012). A saliency model for goal directed actions. Proceedings of the International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB).
Narayan, V., Tscherepanow, M., and Wrede, B. (2012). “A saliency model for goal directed actions” in Proceedings of the International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB) (IEEE).
Narayan, V., Tscherepanow, M., & Wrede, B., 2012. A saliency model for goal directed actions. In Proceedings of the International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB). IEEE.
V. Narayan, M. Tscherepanow, and B. Wrede, “A saliency model for goal directed actions”, Proceedings of the International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB), IEEE, 2012.
Narayan, V., Tscherepanow, M., Wrede, B.: A saliency model for goal directed actions. Proceedings of the International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB). IEEE (2012).
Narayan, Vikram, Tscherepanow, Marko, and Wrede, Britta. “A saliency model for goal directed actions”. Proceedings of the International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB). IEEE, 2012.
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