基本信息 书名:Cognitive Computing of Visual and Auditory Infor 定价:88.00元 作者:视听觉信息的认知计算项目组著,郑南宁 出版社:浙江大学出版社 出版日期:2023-01-01 ISBN:9787308227544 字数:230000 页码:145 版次: 装帧:精装 开本:16开 商品重量: 编辑推荐
内容提要 本书为《视听觉信息的认知计算》的英文版。本书从人类的视听觉认知与神经机理出发,围绕认知过程的“表达”与“计算”的基本科学问题,重点开展“感知的基本特征、表达与整合”“感知数据的机器学习与理解”“多模态信息协同计算”等三个核心科学问题的研究,发展和构建新的计算模型与算法,为提高计算机对非结构化感知信息和海量异构信息的理解能力及计算效率提供科学支撑。 目录 Chapter 1 Program Overview 1.1 Program Introduction 1.1.1 Overall Scientific Objectives 1.1.2 Core Scientific Issues 1.2 Program Layout 1.2.1 Project Deployment 1.2.2 Comprehensive Integration 1.2.3 Situatioof InteractioBetweeDisciplines 1.3 Significant ProgressChapter 2 Research Status 2.1 Research Status at Home and Abroad 2.2 Development Tendency 2.2.1 Cognitive Computing Theories and Methods for Visual and Auditory InformatioBased oNeuromorphic Computing 2.2.2 Enhancing Perceptioof Visual and Auditory InformatioiCognitive Computing Systems 2.2.3 Improved Ability of Discovering Knowledge iBig Data 2.2.4 Enhanced Ability of Natural Language Comprehension 2.2.5 Man-in-the-Loop, Human-Computer-Cooperatioand Hybrid Augmented Intelligence 2.2.6 Development of More Powerful and Reliable Autonomous Smart Cars (Robots) 2.2.7 Study of Driving Braiwith Selective AttentioMemory Mechanism 2.2.8 Theoretical Capabilities and Limitations of Cognitive Computing for Visual and Auditory Information 2.2.9 Advances iHardware Architecture Desigfor Cognitive Computing of Visual and Auditory Information 2.3 Trend of Field DevelopmentChapter 3 Major Research Achievements 3.1 Leaping Development of Basic Theories of Cognitive Computing 3.1.1 Creatioand Development of"Global-First" Object-Based AttentioTheory 3.1.2 Research oVisual Computing Models and Methods Inspired by Biological Cognitive Mechanism and Characteristics 3.2 Breakthroughs iKey Technologies of the Brain-Computer Interface 3.2.1 Research oKey Technologies and Applications of the Bidirectional Multidimensional Brain-Computer Interface 3.2.2 Research oTheory and Key Technology of Intuitive Bionic Manipulatioof Intelligent Prostheses Based othe BraiComputer Interface 3.3 Breakthroughs iVisual InformatioProcessing 3.3.1 Statistical Learning Method for Visual AttentioBased oScene Understanding 3.3.2 Supporting the Recognitioand Understanding of Traffic Signs for Driverless Vehicles 3.3.3 Graphics and Text Detection, Recognitioand Understanding of Traffic Signs Under Complex Conditions 3.4 Leaping Development of Natural Language Processing 3.4.1 Research oSemantic CalculatioMethods for Chinese Text Comprehension 3.4.2 Theoretical and Methodological Research oIntegratioBetweeHuman-Like Hearing Mechanism and Deep Learning 3.4.3 Research oTheory and Technology of Speech Separation,Content Analysis and Understanding iMulti-Persoand Multi-Party Dialogue 3.5 Breakthroughs iTheory and Technology Research of Multi-Modal InformatioProcessing 3.6 Breakthroughs iKey Technology and Platform of Autonomous Vehicles 3.6.1 Theory, Method and Integratioand Comprehensive Experimental Platform of Autonomous Vehicle 3.6.2 Key Technology Integratioand Comprehensive VerificatioPlatform for Driverless Vehicles Based oVisual and Auditory Cognitive Mechanism 3.6.3 Intelligent Test Evaluatioand Environment Desigof Driverless VehiclesChapter 4 Outlook 4.1 Domestic Deficiencies and Strategic Needs 4.1.1 Domestic Deficiencies 4.1.2 Strategic Needs 4.2 Ideas and Suggestions for In-Depth Study 4.2.1 The Idea of In-Depth Research 4.2.2 Suggestions for the Next StepReferences 作者介绍
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