Multimodal Computational Attention for Scene Understanding and Robotics

(Autor)

Buch | Hardcover
XXIV, 203 Seiten
2016 | 1st ed. 2016
Springer International Publishing (Verlag)
978-3-319-33794-4 (ISBN)

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Multimodal Computational Attention for Scene Understanding and Robotics - Boris Schauerte
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This book presents state-of-the-art computationalattention models that have been successfully tested in diverse applicationareas and can build the foundation for artificial systems to efficientlyexplore, analyze, and understand natural scenes. It gives a comprehensive overview of the most recentcomputational attention models for processing visual and acoustic input. Itcovers the biological background of visual and auditory attention, as well as bottom-up and top-down attentionalmechanisms and discusses various applications. In the first part new approachesfor bottom-up visual and acoustic saliency models are presented and applied tothe task of audio-visual scene exploration of a robot. In the second part theinfluence of top-down cues for attention modeling is investigated. 

Introduction.- Background.- Bottom-up Audio-Visual Attention for Scene Exploration.- Multimodal Attention with Top-Down Guidance.- Conclusion.- Applications.- Dataset Overview.

Erscheinungsdatum
Reihe/Serie Cognitive Systems Monographs
Zusatzinfo XXIV, 203 p. 55 illus., 51 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Themenwelt Informatik Grafik / Design Digitale Bildverarbeitung
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Technik Elektrotechnik / Energietechnik
Schlagworte artificial intelligence (incl. robotics) • Cognitive Systems • Computational Intelligence • Computer Vision Recognition • Computer Vision Software • Engineering • image processing and computer vision • Multimodal Computational Attention • pattern recognition • Robotics and Automation • Scene Recognition Software • Scene Understanding • Visual and Auditory Attention • Visual Saliency Models
ISBN-10 3-319-33794-7 / 3319337947
ISBN-13 978-3-319-33794-4 / 9783319337944
Zustand Neuware
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