Titlebook: Human Centric Visual Analysis with Deep Learning; Liang Lin,Dongyu Zhang,Wangmeng Zuo Book 2020 Springer Nature Singapore Pte Ltd. 2020 De

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Human Activity Understanding as a regularization term into our deep model, which effectively improves the generalization performance for classification (Reprinted by permission from Springer Nature Customer Service Centre GmbH: Springer International Journal of Computer Vision [.] . 2019).

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Book 2020nd alignment and some newly rising tasks like fashion clothing parsing. Starting from an overview of current research in human centric visual analysis, the book then presents a tutorial of basic concepts and techniques of deep learning. In addition, the book systematically investigates the main huma

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Pedestrian Detection with RPN and Boosted Foresthis chapter, we propose a very simple but effective baseline for pedestrian detection using an RPN followed by boosted forest on shared high-resolution convolutional feature maps. We comprehensively evaluate this method on several benchmarks and find that it shows competitive accuracy and good speed.

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Self-supervised Structure-Sensitive Learning for Human Parsings without requiring extra supervision. Our self-supervised learning framework can be injected into any advanced neural network to help incorporate rich high-level knowledge regarding human joints from a global perspective and improve the parsing results(.[2019] IEEE., Reprinted, with permission, from [.]).

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Instance-Level Human Parsingance-aware edge detection to group semantic parts into distinct person instances. Thus, the shared intermediate representation is endowed with capabilities in both characterizing fine-grained parts and inferring instance belongings of each part. Finally, a simple instance partition process is employed to obtain the final results during inference.

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proves emblematic of a modernism that understands its inability to achieve transformative social effects all at once, but that nevertheless judiciously complicates too-neat distinctions drawn within ongoing cu978-3-031-05652-9978-3-031-05650-5Series ISSN 2945-6797 Series E-ISSN 2945-6800

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Liang Lin,Dongyu Zhang,Ping Luo,Wangmeng Zuom..What You Will Learn.Know the basics of ITIL as you prepare for the ITIL Foundation certification exam.Understand ITIL through examples.Be aware of ITIL‘s relevance to DevOps and DevOps concepts.Who This Book978-1-4842-6360-0978-1-4842-6361-7

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Book 2020persons in details, such as human pose and clothing parsing, 3) identifying and verifying persons, such as face and human identification, and 4) high-level human centric tasks, such as person attributes and human activity understanding...This book can serve as reading material and reference text for