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Multimodal Scene Understanding

Multimodal Scene Understanding
Algorithms, Applications and Deep Learning

by Michael Ying Yang,Bodo Rosenhahn,Vittorio Murino

  • Publisher : Academic Press
  • Release : 2019-07-16
  • Pages : 422
  • ISBN : 0128173599
  • Language : En, Es, Fr & De
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Multimodal Scene Understanding: Algorithms, Applications and Deep Learning presents recent advances in multi-modal computing, with a focus on computer vision and photogrammetry. It provides the latest algorithms and applications that involve combining multiple sources of information and describes the role and approaches of multi-sensory data and multi-modal deep learning. The book is ideal for researchers from the fields of computer vision, remote sensing, robotics, and photogrammetry, thus helping foster interdisciplinary interaction and collaboration between these realms. Researchers collecting and analyzing multi-sensory data collections – for example, KITTI benchmark (stereo+laser) - from different platforms, such as autonomous vehicles, surveillance cameras, UAVs, planes and satellites will find this book to be very useful. Contains state-of-the-art developments on multi-modal computing Shines a focus on algorithms and applications Presents novel deep learning topics on multi-sensor fusion and multi-modal deep learning

Multimodal Computational Attention for Scene Understanding and Robotics

Multimodal Computational Attention for Scene Understanding and Robotics
A Book

by Boris Schauerte

  • Publisher : Springer
  • Release : 2016-05-11
  • Pages : 203
  • ISBN : 3319337963
  • Language : En, Es, Fr & De
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This book presents state-of-the-art computational attention models that have been successfully tested in diverse application areas and can build the foundation for artificial systems to efficiently explore, analyze, and understand natural scenes. It gives a comprehensive overview of the most recent computational attention models for processing visual and acoustic input. It covers the biological background of visual and auditory attention, as well as bottom-up and top-down attentional mechanisms and discusses various applications. In the first part new approaches for bottom-up visual and acoustic saliency models are presented and applied to the task of audio-visual scene exploration of a robot. In the second part the influence of top-down cues for attention modeling is investigated.

Multi-Modal Scene Understanding for Robotic Grasping

Multi-Modal Scene Understanding for Robotic Grasping
A Book

by Jeannette Bohg

  • Publisher : Unknown Publisher
  • Release : 2011
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Pattern Recognition and Computer Vision

Pattern Recognition and Computer Vision
Second Chinese Conference, PRCV 2019, Xi’an, China, November 8–11, 2019, Proceedings, Part II

by Zhouchen Lin,Liang Wang,Jian Yang,Guangming Shi,Tieniu Tan,Nanning Zheng,Xilin Chen,Yanning Zhang

  • Publisher : Springer Nature
  • Release : 2019-10-31
  • Pages : 813
  • ISBN : 3030317234
  • Language : En, Es, Fr & De
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The three-volume set LNCS 11857, 11858, and 11859 constitutes the refereed proceedings of the Second Chinese Conference on Pattern Recognition and Computer Vision, PRCV 2019, held in Xi’an, China, in November 2019. The 165 revised full papers presented were carefully reviewed and selected from 412 submissions. The papers have been organized in the following topical sections: Part I: Object Detection, Tracking and Recognition, Part II: Image/Video Processing and Analysis, Part III: Data Analysis and Optimization.

Multimodal Behavior Analysis in the Wild

Multimodal Behavior Analysis in the Wild
Advances and Challenges

by Xavier Alameda-Pineda,Elisa Ricci,Nicu Sebe

  • Publisher : Academic Press
  • Release : 2018-11-13
  • Pages : 498
  • ISBN : 0128146028
  • Language : En, Es, Fr & De
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Multimodal Behavioral Analysis in the Wild: Advances and Challenges presents the state-of- the-art in behavioral signal processing using different data modalities, with a special focus on identifying the strengths and limitations of current technologies. The book focuses on audio and video modalities, while also emphasizing emerging modalities, such as accelerometer or proximity data. It covers tasks at different levels of complexity, from low level (speaker detection, sensorimotor links, source separation), through middle level (conversational group detection, addresser and addressee identification), and high level (personality and emotion recognition), providing insights on how to exploit inter-level and intra-level links. This is a valuable resource on the state-of-the- art and future research challenges of multi-modal behavioral analysis in the wild. It is suitable for researchers and graduate students in the fields of computer vision, audio processing, pattern recognition, machine learning and social signal processing. Gives a comprehensive collection of information on the state-of-the-art, limitations, and challenges associated with extracting behavioral cues from real-world scenarios Presents numerous applications on how different behavioral cues have been successfully extracted from different data sources Provides a wide variety of methodologies used to extract behavioral cues from multi-modal data

Sensor Based Intelligent Robots

Sensor Based Intelligent Robots
International Workshop ..., Selected Papers

by Anonim

  • Publisher : Unknown Publisher
  • Release : 2000
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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International Conference on Multimodal Interfaces

International Conference on Multimodal Interfaces
A Book

by Anonim

  • Publisher : Unknown Publisher
  • Release : 2006
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Proceedings

Proceedings
Eighteenth National Conference on Artificial Intelligence (AAAI-02) : Fourteenth Innovative Applications of Artificial Intelligence Conference (IAAI-02).

by American Association for Artificial Intelligence

  • Publisher : Menlo Park, Calif. : AAAI Press ; MIT Press
  • Release : 2002
  • Pages : 1034
  • ISBN : 9780262511292
  • Language : En, Es, Fr & De
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The annual AAAI National Conference provides a forum for information exchange and interaction among researchers from all disciplines of AI. Contributions include theoretical, experimental and empirical results. Topics cover principles of cognition, perception and action; the design, application and evaluation of AI algorithms and systems; architectures and frameworks for classses of AI systems; and analyses of tasks and domains in which intelligent systems perform. The Innovative Applications Conference highlights successful application of AI technology and explores issues, methods and lessons learned in the development and deployment of AI applications.

Proceedings

Proceedings
A Book

by Anonim

  • Publisher : Unknown Publisher
  • Release : 2002
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Multimodal Surveillance

Multimodal Surveillance
Sensors, Algorithms, and Systems

by Dr. Zhigang Zhu,Thomas S. Huang

  • Publisher : Artech House Publishers
  • Release : 2007
  • Pages : 428
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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This resource brings together the multimodal surveillance fields leading experts, who guide researchers, designers, engineers, and developers through this multifaceted technology. It discusses the latest high-end sensors for extremely accurate surveillance, as well as low-cost sensing solutions.

The Technology of Binaural Understanding

The Technology of Binaural Understanding
A Book

by Jens Blauert,Jonas Braasch

  • Publisher : Springer Nature
  • Release : 2020-08-12
  • Pages : 815
  • ISBN : 3030003868
  • Language : En, Es, Fr & De
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Sound, devoid of meaning, would not matter to us. It is the information sound conveys that helps the brain to understand its environment. Sound and its underlying meaning are always associated with time and space. There is no sound without spatial properties, and the brain always organizes this information within a temporal–spatial framework. This book is devoted to understanding the importance of meaning for spatial and related further aspects of hearing, including cross-modal inference. People, when exposed to acoustic stimuli, do not react directly to what they hear but rather to what they hear means to them. This semiotic maxim may not always apply, for instance, when the reactions are reflexive. But, where it does apply, it poses a major challenge to the builders of models of the auditory system. Take, for example, an auditory model that is meant to be implemented on a robotic agent for autonomous search-&-rescue actions. Or think of a system that can perform judgments on the sound quality of multimedia-reproduction systems. It becomes immediately clear that such a system needs • Cognitive capabilities, including substantial inherent knowledge • The ability to integrate information across different sensory modalities To realize these functions, the auditory system provides a pair of sensory organs, the two ears, and the means to perform adequate preprocessing of the signals provided by the ears. This is realized in the subcortical parts of the auditory system. In the title of a prior book, the term Binaural Listening is used to indicate a focus on sub-cortical functions. Psychoacoustics and auditory signal processing contribute substantially to this area. The preprocessed signals are then forwarded to the cortical parts of the auditory system where, among other things, recognition, classification, localization, scene analysis, assignment of meaning, quality assessment, and action planning take place. Also, information from different sensory modalities is integrated at this level. Between sub-cortical and cortical regions of the auditory system, numerous feedback loops exist that ultimately support the high complexity and plasticity of the auditory system. The current book concentrates on these cognitive functions. Instead of processing signals, processing symbols is now the predominant modeling task. Substantial contributions to the field draw upon the knowledge acquired by cognitive psychology. The keyword Binaural Understanding in the book title characterizes this shift. Both books, The Technology of Binaural Listening and the current one, have been stimulated and supported by AABBA, an open research group devoted to the development and application of models of binaural hearing. The current book is dedicated to technologies that help explain, facilitate, apply, and support various aspects of binaural understanding. It is organized into five parts, each containing three to six chapters in order to provide a comprehensive overview of this emerging area. Each chapter was thoroughly reviewed by at least two anonymous, external experts. The first part deals with the psychophysical and physiological effects of Forming and Interpreting Aural Objects as well as the underlying models. The fundamental concepts of reflexive and reflective auditory feedback are introduced. Mechanisms of binaural attention and attention switching are covered—as well as how auditory Gestalt rules facilitate binaural understanding. A general blackboard architecture is introduced as an example of how machines can learn to form and interpret aural objects to simulate human cognitive listening. The second part, Configuring and Understanding Aural Space, focuses on the human understanding of complex three-dimensional environments—covering the psychological and biological fundamentals of auditory space formation. This part further addresses the human mechanisms used to process information and interact in complex reverberant environments, such as concert halls and forests, and additionally examines how the auditory system can learn to understand and adapt to these environments. The third part is dedicated to Processing Cross-Modal Inference and highlights the fundamental human mechanisms used to integrate auditory cues with cues from other modalities to localize and form perceptual objects. This part also provides a general framework for understanding how complex multimodal scenes can be simulated and rendered. The fourth part, Evaluating Aural-scene Quality and Speech Understanding, focuses on the object-forming aspects of binaural listening and understanding. It addresses cognitive mechanisms involved in both the understanding of speech and the processing of nonverbal information such as Sound Quality and Quality-of- Experience. The aesthetic judgment of rooms is also discussed in this context. Models that simulate underlying human processes and performance are covered in addition to techniques for rendering virtual environments that can then be used to test these models. The fifth part deals with the Application of Cognitive Mechanisms to Audio Technology. It highlights how cognitive mechanisms can be utilized to create spatial auditory illusions using binaural and other 3D-audio technologies. Further, it covers how cognitive binaural technologies can be applied to improve human performance in auditory displays and to develop new auditory technologies for interactive robots. The book concludes with the application of cognitive binaural technologies to the next generation of hearing aids.

2016 International Symposium on Experimental Robotics

2016 International Symposium on Experimental Robotics
A Book

by Dana Kulić,Yoshihiko Nakamura,Oussama Khatib,Gentiane Venture

  • Publisher : Springer
  • Release : 2017-03-20
  • Pages : 856
  • ISBN : 3319501151
  • Language : En, Es, Fr & De
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Experimental Robotics XV is the collection of papers presented at the International Symposium on Experimental Robotics, Roppongi, Tokyo, Japan on October 3-6, 2016. 73 scientific papers were selected and presented after peer review. The papers span a broad range of sub-fields in robotics including aerial robots, mobile robots, actuation, grasping, manipulation, planning and control and human-robot interaction, but shared cutting-edge approaches and paradigms to experimental robotics. The readers will find a breadth of new directions of experimental robotics. The International Symposium on Experimental Robotics is a series of bi-annual symposia sponsored by the International Foundation of Robotics Research, whose goal is to provide a forum dedicated to experimental robotics research. Robotics has been widening its scientific scope, deepening its methodologies and expanding its applications. However, the significance of experiments remains and will remain at the center of the discipline. The ISER gatherings are a venue where scientists can gather and talk about robotics based on this central tenet.

Computer Vision – ECCV 2018

Computer Vision – ECCV 2018
15th European Conference, Munich, Germany, September 8–14, 2018, Proceedings, Part V

by Vittorio Ferrari,Martial Hebert,Cristian Sminchisescu,Yair Weiss

  • Publisher : Springer
  • Release : 2018-10-06
  • Pages : 835
  • ISBN : 303001228X
  • Language : En, Es, Fr & De
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The sixteen-volume set comprising the LNCS volumes 11205-11220 constitutes the refereed proceedings of the 15th European Conference on Computer Vision, ECCV 2018, held in Munich, Germany, in September 2018.The 776 revised papers presented were carefully reviewed and selected from 2439 submissions. The papers are organized in topical sections on learning for vision; computational photography; human analysis; human sensing; stereo and reconstruction; optimization; matching and recognition; video attention; and poster sessions.

Proceedings of the International Conference on ISMAC in Computational Vision and Bio-Engineering 2018 (ISMAC-CVB)

Proceedings of the International Conference on ISMAC in Computational Vision and Bio-Engineering 2018 (ISMAC-CVB)
A Book

by Durai Pandian,Xavier Fernando,Zubair Baig,Fuqian Shi

  • Publisher : Springer
  • Release : 2019-01-01
  • Pages : 1930
  • ISBN : 3030006654
  • Language : En, Es, Fr & De
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These are the proceedings of the International Conference on ISMAC-CVB, held in Palladam, India, in May 2018. The book focuses on research to design new analysis paradigms and computational solutions for quantification of information provided by object recognition, scene understanding of computer vision and different algorithms like convolutional neural networks to allow computers to recognize and detect objects in images with unprecedented accuracy and to even understand the relationships between them. The proceedings treat the convergence of ISMAC in Computational Vision and Bioengineering technology and includes ideas and techniques like 3D sensing, human visual perception, scene understanding, human motion detection and analysis, visualization and graphical data presentation and a very wide range of sensor modalities in terms of surveillance, wearable applications, home automation etc. ISMAC-CVB is a forum for leading academic scientists, researchers and research scholars to exchange and share their experiences and research results about all aspects of computational vision and bioengineering.

Informally Prototyping Multimodal, Multidevice User Interfaces

Informally Prototyping Multimodal, Multidevice User Interfaces
A Book

by Anoop Kumar Sinha

  • Publisher : Unknown Publisher
  • Release : 2003
  • Pages : 350
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Computer Vision – ACCV 2018 Workshops

Computer Vision – ACCV 2018 Workshops
14th Asian Conference on Computer Vision, Perth, Australia, December 2–6, 2018, Revised Selected Papers

by Gustavo Carneiro,Shaodi You

  • Publisher : Springer
  • Release : 2019-06-18
  • Pages : 541
  • ISBN : 303021074X
  • Language : En, Es, Fr & De
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This LNCS workshop proceedings, ACCV 2018, contains carefully reviewed and selected papers from 11 workshops, each having different types or programs: Scene Understanding and Modelling (SUMO) Challenge, Learning and Inference Methods for High Performance Imaging (LIMHPI), Attention/Intention Understanding (AIU), Museum Exhibit Identification Challenge (Open MIC) for Domain Adaptation and Few-Shot Learning, RGB-D - Sensing and Understanding via Combined Colour and Depth, Dense 3D Reconstruction for Dynamic Scenes, AI Aesthetics in Art and Media (AIAM), Robust Reading (IWRR), Artificial Intelligence for Retinal Image Analysis (AIRIA), Combining Vision and Language, Advanced Machine Vision for Real-life and Industrially Relevant Applications (AMV).

Dissertation Abstracts International

Dissertation Abstracts International
The sciences and engineering. B

by Anonim

  • Publisher : Unknown Publisher
  • Release : 2004
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Multimodal Processing and Interaction

Multimodal Processing and Interaction
Audio, Video, Text

by Petros Maragos,Alexandros Potamianos,Patrick Gros

  • Publisher : Springer Science & Business Media
  • Release : 2008-12-16
  • Pages : 374
  • ISBN : 9780387763163
  • Language : En, Es, Fr & De
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This volume presents high quality, state-of-the-art research ideas and results from theoretic, algorithmic and application viewpoints. It contains contributions by leading experts in the obsequious scientific and technological field of multimedia. The book specifically focuses on interaction with multimedia content with special emphasis on multimodal interfaces for accessing multimedia information. The book is designed for a professional audience composed of practitioners and researchers in industry. It is also suitable for advanced-level students in computer science.

Pattern Recognition

Pattern Recognition
ACPR 2019 Workshops, Auckland, New Zealand, November 26, 2019, Proceedings

by Michael Cree,Fay Huang,Junsong Yuan,Wei Qi Yan

  • Publisher : Springer Nature
  • Release : 2020-03-06
  • Pages : 278
  • ISBN : 9811536511
  • Language : En, Es, Fr & De
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This volume constitutes the refereed proceedings, presented during the ACPR 2019 Workshops, held in Auckland, New Zealand, in November 2019. The 17 full papers and 6 short papers were carefully reviewed and selected out of numerous submissions. The papers are organized according to the topics of the workshops: computer vision for modern vehicles; advances and applications on generative deep learning models; image and pattern analysis for multidisciplinary computational anatomy; multi-sensor for action and gesture recognition; towards the automatic data processing chain for airborne and spaceborne sensors.

IUI 03

IUI 03
2003 International Conference on Intelligent User Interfaces, Miami, Florida, USA, January 12-15, 2003

by W. Lewis Johnson,Elisabeth André,John Domingue

  • Publisher : Unknown Publisher
  • Release : 2003
  • Pages : 334
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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