Hao Su - Böcker

3D deep learning is a rapidly evolving field that has the potential to transform various industries. This book provides a comprehensive overview of the current state-of-the-art in 3D deep learning, covering a wide range of research topics and applications. It collates the most recent research advances in 3D deep learning, including algorithms and applications, with a focus on efficient methods to tackle the key technical challenges in current 3D deep learning research and adoption, therefore making 3D deep learning more practical and feasible for real-world applications.This book is organized into five sections, each of which addresses different aspects of 3D deep learning. Section I: Sample Efficient 3D Deep Learning, focuses on developing efficient algorithms to build accurate 3D models with limited annotated samples. Section II: Representation Efficient 3D Deep Learning, deals with the challenge of developing efficient representations for dynamic 3D scenes and multiple 3D modalities. Section III: Robust 3D Deep Learning, presents methods for improving the robustness and reliability of deep learning models in real-world applications. Section IV: Resource Efficient 3D Deep Learning, explores ways to reduce the computation cost of 3D models and improve their efficiency in resource-limited environments. Section V: Emerging 3D Deep Learning Applications, showcases how 3D deep learning is transforming industries and enabling new applications for healthcare and manufacturing.This collection is a valuable resource for researchers and practitioners interested in exploring the potential of 3D deep learning.

China is transforming from a big continental country to a strong maritime power, and its maritime strategy is playing an increasingly important role in China's overall foreign strategy.Since its inception, the 'One Belt and One Road Initiative' has been increasingly seen as the centerpiece of China's new grand strategy, with the 'One Road' — the establishment of a 'maritime silk road' — serving as the core. Building this '21st-century maritime silk road' will involve more than 20 countries and regions, and the proposal has been strongly welcomed and supported by most countries along the road, as it is seen not only as a new platform for mutually beneficial relationships economically, but also as a new mechanism for maritime security cooperation in the Pacific and the Indian Ocean.Drawing on the expertise of Chinese and international scholars, the book will focus on China's '21st-century maritime silk road' initiative, evaluate its strategic implication at home and abroad, and provide new proposals and perspectives for its future development.