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  • 1
    UID:
    almafu_9961449889502883
    Format: 1 online resource (119 pages)
    Edition: 1st ed. 2024.
    ISBN: 3-031-33054-4
    Series Statement: Synthesis Lectures on Computer Vision,
    Content: This book presents the first unified formalization for defining novelty across the span of machine learning, symbolic-reasoning, and control and planning-based systems. Dealing with novelty, things not previously seen by a system, is a critical issue for building vision-systems and general intelligent systems. The book presents examples of using this framework to define and evaluate in multiple domains including image recognition image-based open world learning, hand-writing and author analysis, CartPole Control, Image Captioning, and Monopoly. Chapters are written by well-known contributors to this new and emerging field. In addition, examples are provided from multiple areas, such as machine-learning based control problems, symbolic reasoning, and multi-player games. .
    Note: A Unifying Framework for Novelty -- Example Application of Framework: CartPole Domain -- Image Classification -- Novelty in Handwriting Recognition -- Visual Media Caption Domain -- Monopoly Multi-Agent Game Domain -- Related Work -- Prior Perspectives on Novelty and Conclusions.
    Additional Edition: ISBN 9783031330537
    Language: English
    Library Location Call Number Volume/Issue/Year Availability
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