Towards Intelligent Social Robots: Current Advances in Cognitive Robotics Proceedings of the Full Day Workshop Towards Intelligent Social Robots: Current Advances in Cognitive Robotics in Conjunction with Humanoids 2015 Towards Emerging Multimodal Cognitive Representations from Neural Self-Organization release_gznyzbn64nbt5ab7x75rxtx65u

by Amir Aly, Sascha Griffiths, Francesca Stramandinoli, Amir Aly, Sascha Griffiths, Francesca, South Korea, Amir Aly, Sascha Griffiths, Francesca Stramandinoli, German Parisi, Cornelius Weber (+1 others)

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abstracts[] {'sha1': '22f4379c518e571fbfb60da2f253793909113fb3', 'content': 'The integration of multisensory information plays a crucial role in autonomous robotics. In this work, we investigate how robust multimodal representations can naturally develop in a self-organized manner from co-occurring multisensory inputs. We propose a hierarchical learning architecture with growing self-organizing neural networks for learning human actions from audiovisual inputs. Associative links between unimodal representations are incrementally learned by a semi-supervised algorithm with bidirectional connectivity that takes into account inherent spatiotemporal dynamics of the input. Experiments on a dataset of 10 full-body actions show that our architecture is able to learn action-word mappings without the need of segmenting training samples for ground-truth labelling. Instead, multimodal representations of actions are obtained using the co-activation of action features from video sequences and labels from automatic speech recognition. Promising experimental results encourage the extension of our architecture in several directions.', 'mimetype': 'text/plain', 'lang': None}
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{'index': 12, 'creator_id': None, 'creator': None, 'raw_name': 'Stefan Wermter', 'given_name': None, 'surname': None, 'role': 'author', 'raw_affiliation': None, 'extra': None}
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release_type article-journal
release_year 2015
title Towards Intelligent Social Robots: Current Advances in Cognitive Robotics Proceedings of the Full Day Workshop Towards Intelligent Social Robots: Current Advances in Cognitive Robotics in Conjunction with Humanoids 2015 Towards Emerging Multimodal Cognitive Representations from Neural Self-Organization
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work_id yyzmp73n2resvfprjeoack464u

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