3D Surface Reconstruction: Multi-Scale Hierarchical Approaches (Hardcover)
暫譯: 3D 表面重建:多尺度層次方法 (精裝版)
Francesco Bellocchio, N. Alberto Borghese, Stefano Ferrari, Vincenzo Piuri
- 出版商: Springer
- 出版日期: 2012-10-29
- 售價: $4,500
- 貴賓價: 9.5 折 $4,275
- 語言: 英文
- 頁數: 162
- 裝訂: Hardcover
- ISBN: 1461456312
- ISBN-13: 9781461456315
-
相關分類:
Machine Learning
海外代購書籍(需單獨結帳)
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商品描述
3D Surface Reconstruction: Multi-Scale Hierarchical Approaches presents methods to model 3D objects in an incremental way so as to capture more finer details at each step. The configuration of the model parameters, the rationale and solutions are described and discussed in detail so the reader has a strong understanding of the methodology. Modeling starts from data captured by 3D digitizers and makes the process even more clear and engaging.
Innovative approaches, based on two popular machine learning paradigms, namely Radial Basis Functions and the Support Vector Machines, are also introduced. These paradigms are innovatively extended to a multi-scale incremental structure, based on a hierarchical scheme. The resulting approaches allow readers to achieve high accuracy with limited computational complexity, and makes the approaches appropriate for online, real-time operation. Applications can be found in any domain in which regression is required.
3D Surface Reconstruction: Multi-Scale Hierarchical Approaches is designed as a secondary text book or reference for advanced-level students and researchers in computer science. This book also targets practitioners working in computer vision or machine learning related fields.
商品描述(中文翻譯)
《3D表面重建:多尺度階層方法》介紹了以增量方式建模3D物體的方法,以便在每一步捕捉更細緻的細節。模型參數的配置、原理和解決方案都被詳細描述和討論,使讀者對該方法論有深入的理解。建模從3D數位化設備捕獲的數據開始,讓這個過程更加清晰且引人入勝。
本書還介紹了基於兩種流行機器學習範式的創新方法,即徑向基函數(Radial Basis Functions)和支持向量機(Support Vector Machines)。這些範式被創新性地擴展為基於階層方案的多尺度增量結構。最終的這些方法使讀者能夠在有限的計算複雜度下實現高精度,並使這些方法適合於在線實時操作。應用可以在任何需要回歸的領域中找到。
《3D表面重建:多尺度階層方法》被設計為計算機科學高級學生和研究人員的副教材或參考書。本書也針對在計算機視覺或機器學習相關領域工作的實務者。
