Organizing Multimodal Perception for Autonomous Learning and Interactive Systems

Schmüdderich J, Brandl H, Bolder B, Heracles M, Janssen H, Mikhailova I, Goerick C (2008)
In: 8th IEEE International conference on humanoid robotics. IEEE Robotics and Automation Society (Ed); Daejeon, Korea: IEEE.

Konferenzbeitrag | Veröffentlicht | Englisch
 
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Autor*in
Schmüdderich, Jens; Brandl, Holger; Bolder, Bram; Heracles, MartinUniBi; Janssen, Herbert; Mikhailova, Inna; Goerick, Christian
herausgebende Körperschaft
IEEE Robotics and Automation Society
Abstract / Bemerkung
A stable perception of the environment is a crucial prerequisite for researching the learning of semantics from interaction between a robot and a tutor and also for the generation of behavior relying on the robots perception. For the organization of visual perception the concept of protoobjects is used to represent scene elements. These proto-objects are created by several different sources and can be combined to provide the means for interactive autonomous behavior generation. Several classifiers use these proto-objects for the extraction of visual properties. These properties are used for online training of a speech recognition system, which learns speech labels for the visual properties. To ease the combination of visual and speech classifier outputs, necessary for the online training and basis for later learning of semantics, a common representation for all classifier results is used. This uniform handling of multimodal information provides the necessary flexibility for further extension. We will show the feasibility of the proposed approach by interactive experiments with the humanoid robot ASIMO.
Erscheinungsjahr
2008
Titel des Konferenzbandes
8th IEEE International conference on humanoid robotics
Konferenzort
Daejeon, Korea
Konferenzdatum
2008-01-12
ISBN
9781424428212
Page URI
https://pub.uni-bielefeld.de/record/1890721

Zitieren

Schmüdderich J, Brandl H, Bolder B, et al. Organizing Multimodal Perception for Autonomous Learning and Interactive Systems. In: IEEE Robotics and Automation Society, ed. 8th IEEE International conference on humanoid robotics. Daejeon, Korea: IEEE; 2008.
Schmüdderich, J., Brandl, H., Bolder, B., Heracles, M., Janssen, H., Mikhailova, I., & Goerick, C. (2008). Organizing Multimodal Perception for Autonomous Learning and Interactive Systems. In IEEE Robotics and Automation Society (Ed.), 8th IEEE International conference on humanoid robotics Daejeon, Korea: IEEE. https://doi.org/10.1109/ichr.2008.4755989
Schmüdderich, Jens, Brandl, Holger, Bolder, Bram, Heracles, Martin, Janssen, Herbert, Mikhailova, Inna, and Goerick, Christian. 2008. “Organizing Multimodal Perception for Autonomous Learning and Interactive Systems”. In 8th IEEE International conference on humanoid robotics, ed. IEEE Robotics and Automation Society. Daejeon, Korea: IEEE.
Schmüdderich, J., Brandl, H., Bolder, B., Heracles, M., Janssen, H., Mikhailova, I., and Goerick, C. (2008). “Organizing Multimodal Perception for Autonomous Learning and Interactive Systems” in 8th IEEE International conference on humanoid robotics, IEEE Robotics and Automation Society ed. (Daejeon, Korea: IEEE).
Schmüdderich, J., et al., 2008. Organizing Multimodal Perception for Autonomous Learning and Interactive Systems. In IEEE Robotics and Automation Society, ed. 8th IEEE International conference on humanoid robotics. Daejeon, Korea: IEEE.
J. Schmüdderich, et al., “Organizing Multimodal Perception for Autonomous Learning and Interactive Systems”, 8th IEEE International conference on humanoid robotics, IEEE Robotics and Automation Society, ed., Daejeon, Korea: IEEE, 2008.
Schmüdderich, J., Brandl, H., Bolder, B., Heracles, M., Janssen, H., Mikhailova, I., Goerick, C.: Organizing Multimodal Perception for Autonomous Learning and Interactive Systems. In: IEEE Robotics and Automation Society (ed.) 8th IEEE International conference on humanoid robotics. IEEE, Daejeon, Korea (2008).
Schmüdderich, Jens, Brandl, Holger, Bolder, Bram, Heracles, Martin, Janssen, Herbert, Mikhailova, Inna, and Goerick, Christian. “Organizing Multimodal Perception for Autonomous Learning and Interactive Systems”. 8th IEEE International conference on humanoid robotics. Ed. IEEE Robotics and Automation Society. Daejeon, Korea: IEEE, 2008.
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