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Covering multimedia content analysis and human-machine interaction, this book assembles contributions from leading international experts to examine a range of relevant techniques from computer vision and machine learning to emerging AI technology.
Consumer electronics (CE) devices, providing multimedia entertainment and enabling communication, have become ubiquitous in daily life. However, consumer interaction with such equipment currently requires the use of devices such as remote controls and keyboards, which are often inconvenient, ambiguous and non-interactive. An important challenge for the modern CE industry is the design of user interfaces for CE products that enable interactions which are natural, intuitive and fun. As many CE products are supplied with microphones and cameras, the exploitation of both audio and visual information for interactive multimedia is a growing field of research. Collecting together contributions from an international selection of experts, including leading researchers in industry, this unique text presents the latest advances in applications of multimedia interaction and user interfaces for consumer electronics. Covering issues of both multimedia content analysis and human-machine interaction, the book examines a wide range of techniques from computer vision, machine learning, audio and speech processing, communications, artificial intelligence and media technology. Topics and features: introduces novel computationally efficient algorithms to extract semantically meaningful audio-visual events; investigates modality allocation in intelligent multimodal presentation systems, taking into account the cognitive impacts of modality on human information processing; provides an overview on gesture control technologies for CE; presents systems for natural human-computer interaction, virtual content insertion, and human action retrieval; examines techniques for 3D face pose estimation, physical activity recognition, and video summary quality evaluation; discusses the features that characterize the new generation of CE and examines how web services can be integrated with CE products for improved user experience. This book is an essential resource for researchers and practitionersfrom both academia and industry working in areas of multimedia analysis, human-computer interaction and interactive user interfaces. Graduate students studying computer vision, pattern recognition and multimedia will also find this a useful reference.
Describes recent advances in multimedia interaction and intelligent user interfaces, with applications for consumer electronics Covers different techniques in computer vision, machine learning, audio and speech processing, communications, artificial intelligence and media technology Contains contributions from leading researchers in industry, with an emphasis on practical issues of multimedia interaction Uniquely combines multimedia content analysis and human-machine interaction Includes supplementary material: sn.pub/extras
Contenu
Retrieving Human Actions Using Spatio-Temporal Features and Relevance Feedback.- Computationally Efficient Clustering of Audio-Visual Meeting Data.- Cognitive-Aware Modality Allocation in Intelligent Multimodal Information Presentation.- Natural HumanComputer Interaction.- Gesture Control for Consumer Electronics.- Empirical Study of a Complete System for Real-Time Face Pose Estimation.- Evolution-based Virtual Content Insertion with Visually Virtual Interactions in Videos.- Physical Activity Recognition with Mobile Phones: Challenges, Methods, and Applications.- Gestures in an Intelligent User Interface.- Video Summary Quality Evaluation Based on 4C Assessment and User Interaction.- Multimedia Experience on Web-Connected CE Devices.