Ubiquitous Point Cloud: Theory, Model, and Applications
Yang, Bisheng, Dong, Zhen, Liang, Fuxun
- 出版商: CRC
- 出版日期: 2024-12-04
- 售價: $5,450
- 貴賓價: 9.5 折 $5,178
- 語言: 英文
- 頁數: 236
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032780460
- ISBN-13: 9781032780467
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商品描述
Point clouds from LiDAR and photogrammetry are vital and vast sources of geospatial information besides remote sensing imagery. This book provides the latest theory and methodology for point cloud processing with AI to better serve earth observation, 3D vision, autonomous driving, smart city, and geospatial information applications. It addresses various aspects of 3D geospatial information including data capturing, fusing, geocomputing, modeling, and applications with the latest AI point cloud methods. With the inclusion of numerous illustrations, diagrams, and practical applications, readers will better understand the point cloud, and its technical challenges, and learn how to utilize point cloud in different fields.
Features
- Provides in-depth point cloud processing pipeline, cutting-edge theory, and technology with AI.
- Includes many specific applications of point cloud in the geospatial field.
- Offers a comprehensive step-by-step guide from theory to application in point cloud processing.
- Includes ample supplementary materials including datasets, tools, and other online resources.
- Helps readers across many disciplines from, geospatial to engineering, understand the vast application of point clouds, and how to further generate new ideas and innovative thoughts.
This book is an excellent resource for researchers, academics, students, and professionals in a variety of fields including Geomatics, Remote Sensing, Cartography and Geographic Information Systems, Data Science, Geography, Earth Science, and more.
商品描述(中文翻譯)
點雲來自於 LiDAR 和攝影測量，除了遙感影像外，這些都是重要且廣泛的地理空間資訊來源。本書提供最新的理論和方法論，利用 AI 進行點雲處理，以更好地服務於地球觀測、3D 視覺、自動駕駛、智慧城市和地理空間資訊應用。書中探討了 3D 地理空間資訊的各個方面，包括數據捕獲、融合、地理計算、建模及應用，並結合最新的 AI 點雲方法。透過大量插圖、圖表和實際應用，讀者將更好地理解點雲及其技術挑戰，並學習如何在不同領域中利用點雲。
特色
- 提供深入的點雲處理流程、尖端理論和 AI 技術。
- 包含許多點雲在地理空間領域的具體應用。
- 提供從理論到應用的全面逐步指南，涵蓋點雲處理。
- 包含豐富的補充材料，包括數據集、工具和其他線上資源。
- 幫助來自多個學科的讀者，從地理空間到工程，理解點雲的廣泛應用，並進一步產生新想法和創新思維。
本書是地理資訊學、遙感、製圖和地理資訊系統、數據科學、地理學、地球科學等多個領域的研究人員、學者、學生和專業人士的優秀資源。
作者簡介
Dr. Bisheng Yang is a full professor in LidAR and photogrammetry at Wuhan University, China, and the director of State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing (LIESMARS). His research expertise includes LiDAR and UAV photogrammetry, point cloud processing, GeoAI, and GIS and remote sensing applications. He has been Co-Chair of Point Cloud Processing Workgroup in the Photogrammetry Commission of the International Society for Photogrammetry and Remote Sensing (ISPRS) since 2016. He also serves as Associate Editor of the ISPRS Journal of Photogrammetry and Remote Sensing. He is the recipient of many academic awards including the Carl Pulfrich Award (2019), and the Smart City Technology Innovation Award Gold Medal (2023).
Prof. Dr. Zhen Dong honorably received his B.E. and Ph.D. degrees in remote sensing and photogrammetry from Wuhan University in 2011 and 2018, respectively. After his graduation, he worked as a post-doctoral researcher at LIESMARS, Wuhan University for two years. In 2022, he was promoted to full professor at LIESMARS, Wuhan University for his outstanding works in intelligent spatial understanding. His research interest lies in the field of 3D computer vision, particularly 3D reconstruction, scene understanding, and point cloud processing, as well as their applications in intelligent transportation systems, digital twin cities, urban sustainable development, and robotics.
Dr. Fuxun Liang received his Ph.D. degree in remote sensing and photogrammetry from Wuhan University. He is currently a postdoctoral fellow in the LIESMARS at Wuhan University. His research interest lies in the field of point cloud processing and its applications in building and energy.
Dr Xiaoxin Mi received her B.E. and Ph.D. degrees in remote sensing and photogrammetry from Wuhan University in 2016 and 2023, respectively. She is currently a post-doctoral fellow at Wuhan University of Technology. Her research interests include point cloud classification and segmentation, and road infrastructure modeling.
作者簡介(中文翻譯)
Dr. Bisheng Yang 是中國武漢大學的全職教授，專注於 LiDAR 和攝影測量，並擔任國家測繪、地圖與遙感信息工程重點實驗室 (LIESMARS) 的主任。他的研究專長包括 LiDAR 和無人機攝影測量、點雲處理、GeoAI 以及 GIS 和遙感應用。自 2016 年以來，他一直擔任國際攝影測量與遙感學會 (ISPRS) 攝影測量委員會的點雲處理工作組共同主席。他同時也是 ISPRS 攝影測量與遙感期刊的副編輯。他獲得了多項學術獎項，包括卡爾·普爾弗里希獎 (2019) 和智慧城市技術創新獎金獎 (2023)。
Prof. Dr. Zhen Dong 榮獲武漢大學的遙感與攝影測量學士和博士學位，分別於 2011 年和 2018 年取得。畢業後，他在武漢大學 LIESMARS 擔任了兩年的博士後研究員。2022 年，他因在智能空間理解方面的傑出工作被晉升為 LIESMARS 的全職教授。他的研究興趣集中在 3D 計算機視覺領域，特別是 3D 重建、場景理解和點雲處理，以及它們在智能交通系統、數位雙胞胎城市、城市可持續發展和機器人技術中的應用。
Dr. Fuxun Liang 獲得武漢大學的遙感與攝影測量博士學位。目前，他是武漢大學 LIESMARS 的博士後研究員。他的研究興趣集中在點雲處理及其在建築和能源領域的應用。
Dr. Xiaoxin Mi 獲得武漢大學的遙感與攝影測量學士和博士學位，分別於 2016 年和 2023 年取得。目前，她是武漢科技大學的博士後研究員。她的研究興趣包括點雲分類和分割，以及道路基礎設施建模。
