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.

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Konferenzbeitrag | Veröffentlicht | Englisch
Abstract / Bemerkung
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.
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Titel des Konferenzbandes
Proceedings of the International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB)
Konferenz
International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB)
Konferenzort
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). doi:10.1109/DevLrn.2012.6400881
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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