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Graph Neural Network Methods and Applications in Scene Understanding
The book focuses on graph neural network methods and applications for scene understanding. Graph Neural Network is an important method for graph-structured data processing, which has strong capability of graph data learning and structural feature extraction. Scene understanding is one of the research focuses in computer vision and image processing, which realizes semantic segmentation and object recognition of image or video. In this book, the algorithm, system design and performance evaluation of scene understanding based on graph neural networks have been studied. First, the book elaborates the background and basic concepts of graph neural network and scene understanding, then introduces t...
Visual Object Tracking from Correlation Filter to Deep Learning
The book focuses on visual object tracking systems and approaches based on correlation filter and deep learning. Both foundations and implementations have been addressed. The algorithm, system design and performance evaluation have been explored for three kinds of tracking methods including correlation filter based methods, correlation filter with deep feature based methods, and deep learning based methods. Firstly, context aware and multi-scale strategy are presented in correlation filter based trackers; then, long-short term correlation filter, context aware correlation filter and auxiliary relocation in SiamFC framework are proposed for combining correlation filter and deep learning in visual object tracking; finally, improvements in deep learning based trackers including Siamese network, GAN and reinforcement learning are designed. The goal of this book is to bring, in a timely fashion, the latest advances and developments in visual object tracking, especially correlation filter and deep learning based methods, which is particularly suited for readers who are interested in the research and technology innovation in visual object tracking and related fields.
Active Defense
What changes in China’s modern military policy reveal about military organizations and strategy Since the 1949 Communist Revolution, China has devised nine different military strategies, which the People’s Liberation Army (PLA) calls “strategic guidelines.” What accounts for these numerous changes? Active Defense offers the first systematic look at China’s military strategy from the mid-twentieth century to today. Exploring the range and intensity of threats that China has faced, M. Taylor Fravel illuminates the nation’s past and present military goals and how China sought to achieve them, and offers a rich set of cases for deepening the study of change in military organizations....
Daily Report
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Daily Report
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Daily Report, China
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Flora Reipublicae Popularis Sinicae
Includes all the vasular plants of China with brief descriptions, identification keys, essential synonymy, phenology, provincial distribution in China, brief statements on extra-Chinese distribution, and remarks regarding the circumscription of problematical taxa.
Daily Report, China
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Beijing Review
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Exploration and Processing of Mineral Resources
Selected, peer reviewed papers from the 3rd International Conference on Energy, Environment and Sustainable Development (EESD 2013), November 12-12, 2013, Shanghai, China
