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Deep Learning for 3D Vision: Algorithms and Applications

Deep Learning for 3D Vision: Algorithms and Applications - Hardcover

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Availability:In StockContributor:Xiaoli Li (Editor), Xulei Yang (Editor), Hao Su (Editor)Publish date:2024-09-20Pages:492
Language:EnglishPublisher:World Scientific Publishing CompanyISBN-13:9789811286483ISBN-10:9811286485UPC:9789811286483Book Category:ComputersBook Subcategory:Artificial Intelligence, Data ScienceBook Topic:Computer Vision & Pattern Recognition, Machine LearningSize:9.00 x 6.00 x 1.06 inchesWeight:1.821Product ID:SC8AW1KH7T
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.
Language:EnglishPublisher:World Scientific Publishing CompanyISBN-13:9789811286483ISBN-10:9811286485UPC:9789811286483Book Category:ComputersBook Subcategory:Artificial Intelligence, Data ScienceBook Topic:Computer Vision & Pattern Recognition, Machine LearningSize:9.00 x 6.00 x 1.06 inchesWeight:1.821Product ID:SC8AW1KH7T
Publisher: World Scientific Publishing Company

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