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Automated visual inspection is an integral part in industrial manufacturing processes, but development and setup of such systems is very costly. Machine learning significantly reduces the effort of and speeds up both tasks. This work develops several machine learning methods suitable for automated visual inspection. The methods augment each other and can be used for a wide range of products.

Mustererkennung --- Schüttgutsortierung --- visual inspection --- optische Inspektion --- maschinelles Lernen --- Pattern recognition --- machine learning --- bulk material soriting

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Pattern perception. --- Pattern recognition systems. --- Perception de structure --- Reconnaissance des formes (Informatique) --- Perception de structure. --- Anwendung. --- Automatische Sprachanalyse. --- Mustererkennung. --- Syntaktische Analyse. --- 681.3*A0 --- 681.3*I2 --- 681.3*I5 --- General --- Artificial intelligence. AI --- Pattern recognition (Computing methodologies) --- 681.3*I5 Pattern recognition (Computing methodologies) --- 681.3*I2 Artificial intelligence. AI --- 681.3*A0 General --- Reconnaissance des formes (Informatique).

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The book puts special stress on the contemporary techniques for reasoning-based image processing and analysis: learning based image representation and advanced video coding; intelligent image processing and analysis in medical vision systems; similarity learning models for image reconstruction; visual perception for mobile robot motion control, simulation of human brain activity in the analysis of video sequences; shape-based invariant features extraction; essential of paraconsistent neural networks, creativity and intelligent representation in computational systems. The book comprises 14 chapters. Each chapter is a small monograph, representing resent investigations of authors in the area. The topics of the chapters cover wide scientific and application areas and complement each other very well. The chapters’ content is based on fundamental theoretical presentations, followed by experimental results and comparison with similar techniques. The size of the chapters is well-balanced which permits a thorough presentation of the investigated problems. The authors are from universities and R&D institutions all over the world; some of the chapters are prepared by international teams. The book will be of use for university and PhD students, researchers and software developers working in the area of digital image and video processing and analysis.

Engineering. --- Image analysis -- Data processing. --- Image processing -- Digital techniques. --- Image processing --- Artificial intelligence --- Engineering & Applied Sciences --- Applied Physics --- Computer Science --- Digital techniques --- Image processing. --- Computational intelligence. --- Intelligence, Computational --- Pictorial data processing --- Picture processing --- Processing, Image --- Artificial intelligence. --- Computational Intelligence. --- Artificial Intelligence (incl. Robotics). --- Soft computing --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Construction --- Industrial arts --- Technology --- Imaging systems --- Optical data processing --- Artificial Intelligence. --- Bildverarbeitung. --- Videobearbeitung. --- Soft Computing. --- Bildgebendes Verfahren. --- Visuelles System. --- Robotik. --- Mustererkennung. --- Data Mining. --- Information Retrieval.

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Current language technology is dominated by approaches that either enumerate a large set of rules, or are focused on a large amount of manually labelled data. The creation of both is time-consuming and expensive, which is commonly thought to be the reason why automated natural language understanding has still not made its way into “real-life” applications yet. This book sets an ambitious goal: to shift the development of language processing systems to a much more automated setting than previous works. A new approach is defined: what if computers analysed large samples of language data on their own, identifying structural regularities that perform the necessary abstractions and generalisations in order to better understand language in the process? After defining the framework of Structure Discovery and shedding light on the nature and the graphic structure of natural language data, several procedures are described that do exactly this: let the computer discover structures without supervision in order to boost the performance of language technology applications. Here, multilingual documents are sorted by language, word classes are identified, and semantic ambiguities are discovered and resolved without using a dictionary or other explicit human input. The book concludes with an outlook on the possibilities implied by this paradigm and sets the methods in perspective to human computer interaction. The target audience are academics on all levels (undergraduate and graduate students, lecturers and professors) working in the fields of natural language processing and computational linguistics, as well as natural language engineers who are seeking to improve their systems.  .

Information Technology --- Artificial Intelligence --- Data mining. --- Information retrieval. --- Natural language processing (Computer science). --- Natural language processing (Computer science) --- Computational linguistics --- Mechanical Engineering --- Engineering & Applied Sciences --- Computer Science --- Mechanical Engineering - General --- NLP (Computer science) --- Computer science. --- Artificial intelligence. --- Graph theory. --- Computational linguistics. --- Computer Science. --- Artificial Intelligence (incl. Robotics). --- Computational Linguistics. --- Graph Theory. --- Artificial intelligence --- Electronic data processing --- Human-computer interaction --- Semantic computing --- Artificial Intelligence. --- Automatic language processing --- Language and languages --- Language data processing --- Linguistics --- Natural language processing (Linguistics) --- Applied linguistics --- Cross-language information retrieval --- Mathematical linguistics --- Multilingual computing --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Data processing --- Graph theory --- Graphs, Theory of --- Theory of graphs --- Combinatorial analysis --- Topology --- Extremal problems --- Natürliche Sprache. --- Sprachverarbeitung. --- Sprachdaten. --- Mustererkennung. --- Wortgraph. --- Netzwerk. --- Cluster-Analyse. --- Graphentheorie.

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This book constitutes the refereed post-proceedings of the 9th International Conference on Adaptive Multimedia Retrieval, AMR 2011, held in Barcelona, Spain, in July 2011. The 9 revised full papers and the invited contribution presented were carefully reviewed and selected from numerous submissions. The papers cover topics ranging from theoretical work to practical implementations and its evaluation, most of them dealing with audio or music media. They are organized in topical sections on evaluation and user studies, audio and music, image retrieval, and similarity and music.

Computer science. --- Database management. --- Data mining. --- Information storage and retrieval systems. --- Multimedia systems. --- Computer Science. --- Information Storage and Retrieval. --- Multimedia Information Systems. --- Data Mining and Knowledge Discovery. --- User Interfaces and Human Computer Interaction. --- Database Management. --- Information Systems Applications (incl. Internet). --- Engineering & Applied Sciences --- Computer Science --- Multimedia data mining. --- Computer-based multimedia information systems --- Multimedia computing --- Multimedia information systems --- Multimedia knowledge systems --- Automatic data storage --- Automatic information retrieval --- Automation in documentation --- Computer-based information systems --- Data processing systems --- Data storage and retrieval systems --- Discovery systems, Information --- Information discovery systems --- Information processing systems --- Information retrieval systems --- Machine data storage and retrieval --- Mechanized information storage and retrieval systems --- Media mining (Data mining) --- Mining multimedia (Data mining) --- Multimedia mining (Data mining) --- Data base management --- Data services (Database management) --- Database management services --- DBMS (Computer science) --- Generalized data management systems --- Services, Database management --- Systems, Database management --- Systems, Generalized database management --- Informatics --- Information storage and retrieval. --- Multimedia information systems. --- User interfaces (Computer systems). --- Information retrieval --- Multimedia systems --- Adaptive computing systems --- Adaptives System. --- Automatische Spracherkennung. --- Benutzerorientierung. --- Bilderkennung. --- Content Management. --- Information Retrieval. --- Multimedia. --- Musik. --- Ähnlichkeitssuche. --- Similarity search --- Suche --- Multi Media --- Inter Media --- Multimediales System --- Hypermedia --- Informationsretrieval --- Information --- Informationsrecherche --- Informationswiedergewinnung --- Retrieval --- Informationsrückgewinnung --- Informationsgewinnung --- Literaturrecherche --- Online-Recherche --- Recherche --- Information Extraction --- Content Management System --- Web Content Management System --- Contentmanagement --- Content-Produktion --- Inhaltsverwaltungssystem --- Content --- Content Syndication --- Redaktionssystem --- Mustererkennung --- Benutzerführung --- Spracherkennung --- Elektronische Spracherkennung --- Sprachverarbeitung --- Adaptierendes System --- Adaptive system --- System --- Adaptive computing --- Configurable computing systems --- Reconfigurable computing systems --- Computer systems --- Wiedergewinnung --- Datenverarbeitung --- Information storage and retrieva. --- Electronic data processing --- Science --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Database searching --- Information storage and retrieval systems --- Electronic information resources --- Data libraries --- Digital libraries --- Information organization --- Connected-component labeling --- Application software. --- Application computer programs --- Application computer software --- Applications software --- Apps (Computer software) --- Computer software --- Interfaces, User (Computer systems) --- Human-machine systems --- Human-computer interaction