Deformable Surface 3D Reconstruction from Monocular Images (Synthesis Lectures on Computer Vision)
暫譯: 單目影像的可變形表面三維重建(計算機視覺綜合講座)

Matthieu Salzmann, Pascal Fua

  • 出版商: Morgan & Claypool
  • 出版日期: 2010-12-15
  • 售價: $1,620
  • 貴賓價: 9.5$1,539
  • 語言: 英文
  • 頁數: 114
  • 裝訂: Paperback
  • ISBN: 1608455831
  • ISBN-13: 9781608455836
  • 相關分類: Computer Vision
  • 海外代購書籍(需單獨結帳)

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商品描述

Being able to recover the shape of 3D deformable surfaces from a single video stream would make it possible to field reconstruction systems that run on widely available hardware without requiring specialized devices. However, because many different 3D shapes can have virtually the same projection, such monocular shape recovery is inherently ambiguous. In this survey, we will review the two main classes of techniques that have proved most effective so far: The template-based methods that rely on establishing correspondences with a reference image in which the shape is already known, and non-rigid structure-from-motion techniques that exploit points tracked across the sequences to reconstruct a completely unknown shape. In both cases, we will formalize the approach, discuss its inherent ambiguities, and present the practical solutions that have been proposed to resolve them. To conclude, we will suggest directions for future research. Table of Contents: Introduction / Early Approaches to Non-Rigid Reconstruction / Formalizing Template-Based Reconstruction / Performing Template-Based Reconstruction / Formalizing Non-Rigid Structure from Motion / Performing Non-Rigid Structure from Motion / Future Directions

商品描述(中文翻譯)

能夠從單一視頻流中恢復三維可變形表面的形狀,將使得在廣泛可用的硬體上運行的現場重建系統成為可能,而無需專門的設備。然而,由於許多不同的三維形狀幾乎可以具有相同的投影,因此這種單眼形狀恢復本質上是模糊的。在本次調查中,我們將回顧迄今為止最有效的兩大類技術:基於模板的方法,依賴於與已知形狀的參考圖像建立對應關係,以及利用在序列中跟踪的點來重建完全未知形狀的非剛性運動結構技術。在這兩種情況下,我們將形式化該方法,討論其固有的模糊性,並提出已提出的實用解決方案來解決這些問題。最後,我們將建議未來研究的方向。

目錄:引言 / 非剛性重建的早期方法 / 形式化基於模板的重建 / 執行基於模板的重建 / 形式化非剛性運動結構 / 執行非剛性運動結構 / 未來方向