Title | ||
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Using natural language feedback in a neuro-inspired integrated multimodal robotic architecture |
Abstract | ||
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In this paper we present a multi-modal human robot interaction architecture which is able to combine information coming from different sensory inputs, and can generate feedback for the user which helps to teach him/her implicitly how to interact with the robot. The system combines vision, speech and language with inference and feedback. The system environment consists of a Nao robot which has to learn objects situated on a table only by understanding absolute and relative object locations uttered by the user and afterwards points on a desired object to show what it has learned. The results of a user study and performance test show the usefulness of the feedback produced by the system and also justify the usage of the system in a real-world applications, as its classification accuracy of multi-modal input is around 80.8%. In the experiments, the system was able to detect inconsistent input coming from different sensory modules in all cases and could generate useful feedback for the user from this information. |
Year | DOI | Venue |
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2016 | 10.1109/ROMAN.2016.7745090 | 2016 25th IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN) |
Keywords | Field | DocType |
natural language feedback,neuroinspired integrated multimodal robotic architecture,multimodal human robot interaction architecture,sensory inputs,user feedback,vision,speech,inference,system environment,Nao robot,object locations,sensory modules | Situated,Computer vision,Architecture,Inference,Computer science,Simulation,Knowledge-based systems,Natural language,Artificial intelligence,Artificial neural network,Robot,Human–robot interaction | Conference |
ISSN | ISBN | Citations |
1944-9445 | 978-1-5090-3930-2 | 6 |
PageRank | References | Authors |
0.55 | 5 | 5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Johannes Twiefel | 1 | 12 | 4.48 |
Xavier Hinaut | 2 | 36 | 7.93 |
Marcelo Borghetti | 3 | 6 | 0.55 |
Erik Strahl | 4 | 31 | 5.23 |
Stefan Wermter | 5 | 1100 | 151.62 |