Cognitive Computing of Visual and Auditory Information / / edited by Nanning Zheng

• Autore: Zheng Nanning
• Pubblicazione: Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2023
• Edizione: 1st ed. 2023.
• Descrizione fisica: 1 online resource (119 pages)
• Disciplina: 006.3
• Soggetto topico: Computational intelligence; Machine learning; Signal processing; Computational Intelligence; Machine Learning; Digital and Analog Signal Processing
• Nota di contenuto: Intro -- Reports of China's Basic Research Editorial Board -- Editor-in-Chief -- Associate Editors -- Editors -- Preface to the Series -- Preface -- Embracing the New Era of Artificial Intelligence -- Contributors -- Contents -- 1 Program Overview -- 1.1 Program Introduction -- 1.2 Overall Scientific Objectives -- 1.3 Core Scientific Issues -- 1.4 Program Layout -- 1.5 Comprehensive Integration -- 1.6 Situation of Interaction Between Disciplines -- 1.7 Significant Progress -- 2 "Cognitive Computing of Visual and Auditory Information": State of the Art -- 2.1 Research Status -- 2.2 Development Tendency -- 2.2.1 Cognitive Computing Theories and Methods for Visual and Auditory Information Based on Neuromorphic Computing -- 2.2.2 Enhancing Perception of Visual and Auditory Information in Cognitive Computing Systems -- 2.2.3 Improved Ability of Discovering Knowledge in Big Data -- 2.2.4 Enhanced Ability of Natural Language Comprehension -- 2.2.5 Man-in-the-Loop, Human-Computer Cooperation and Hybrid Augmented Intelligence -- 2.2.6 Development of More Powerful and Reliable Autonomous Smart Cars (Robots) -- 2.2.7 Study of Driving Brain with Selective Attention Memory Mechanism -- 2.2.8 Theoretical Capabilities and Limitations of Cognitive Computing for Visual and Auditory Information -- 2.2.9 Advances in Hardware Architecture Design for Cognitive Computing of Visual and Auditory Information -- 2.3 Trend of Field Development -- 3 Major Research Achievements -- 3.1 Leaping Development of Basic Theories of Cognitive Computing -- 3.1.1 Creation and Development of "Global-First" Object-Based Attention Theory -- 3.1.2 Research on Visual Computing Models and Methods Inspired by Biological Cognitive Mechanism and Characteristics -- 3.2 Breakthroughs in Key Technologies of the Brain-Computer Interface. ; 3.2.1 Research on Key Technologies and Applications of the Bidirectional Multidimensional Brain-Computer Interface -- 3.2.2 Research on Theory and Key Technology of Intuitive Bionic Manipulation of Intelligent Prostheses Based on the Brain-Computer Interface -- 3.3 Breakthroughs in Visual Information Processing -- 3.3.1 Statistical Learning Method for Visual Attention Based on Scene Understanding -- 3.3.2 Supporting the Recognition and Understanding of Traffic Signs for Driverless Vehicles -- 3.3.3 Graphics and Text Detection, Recognition and Under-Standing of Traffi Signs Under Complex Conditions -- 3.4 Leaping Development of Natural Language Processing -- 3.4.1 Research on Semantic Calculation Methods for Chinese Text Comprehension -- 3.4.2 Theoretical and Methodological Research on Integration Between Human-Like Hearing Mechanism and Deep Learning -- 3.4.3 Research on Theory and Technology of Speech Separation, Content Analysis and Understanding in Multi-person and Multi-party Dialogue -- 3.5 Breakthroughs in Theory and Technology Research of Multi-modal Information Processing -- 3.6 Breakthroughs in Key Technology and Platform of Autonomous Vehicles -- 3.6.1 Theory, Method and Integration and Comprehensive Experimental Platform of Autonomous Vehicle -- 3.6.2 Key Technology Integration and Comprehensive Verification Platform for Driverless Vehicles Based on Visual and Auditory Cognitive Mechanism -- 3.6.3 Intelligent Test Evaluation and Environment Design of Driverless Vehicles -- 4 Outlook -- 4.1 Deficiencies and Strategic Needs -- 4.1.1 Deficiencies Needs -- 4.1.2 Strategic Needs -- 4.2 Ideas and Suggestions for In-Depth Study -- 4.2.1 The Ideas of In-Depth Research -- 4.2.2 Suggestions for the Next Step -- References -- Index.
• Sommario/riassunto: This book discusses fruitful achievements in basic cognitive theories, processing technologies of visual and auditory information and research platforms. This book also can provide strong support for the research and development of artificial intelligence of major national projects, playing important roles in national application systems such as unmanned systems and smart cities. In addition, it has laid a solid foundation for the development of artificial intelligence in China. Intended for researchers who have been following the evolution of and trends in the artificial intelligence, the book is also a valuable reference resource for practitioners and scholars at various levels and in various fields.
• Titolo autorizzato: Cognitive Computing of Visual and Auditory Information
• ISBN: 9789819932283; 9819932289
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910746292603321
• Lo trovi qui: Univ. Federico II
• Serie: Reports of China’s Basic Research, . 2731-8915