Department of Electrical and Electronic Engineering, The University of Hong Kong, Pokfulam Road, Hong Kong Three-dimensional curve reconstruction from multiple images
Outline Introduction Problem formulation Curve reconstruction Experimental results Conclusions
Introduction Unlike most existing methods, our approach does not require any other additional information of the image features or calibration of cameras. Since this is a point-based curve reconstruction approach, the problem of missing and/or partially occluded curves is readily handled using methods that are already established for occluded points.
Outline Introduction Problem formulation Curve reconstruction Experimental results Conclusions
Problem Formulation
The 2D reprojection error measured can be defined as
Outline Introduction Problem formulation Curve reconstruction Experimental results Conclusions
Curve Reconstruction
Introducing (5) into (3)
Curve Reconstruction
We may incorporate constraint 7(b) into the cost function (7) by means of a penalty term with a penalty factor γ.
Curve Reconstruction We use a three-step process to obtain a good initial guess for iterative algorithm. (1) 2D representative point selection. (2) initial point correspondences establishment 1. Affine-invariant points detection 2. Affine-invariant segments matching 3. Matching section extension 4. Similarity score computation (3) initial 3D reconstruction
Curve Reconstruction Point-based curve reconstruction algorithm
Curve Reconstruction
Outline Introduction Problem formulation Curve reconstruction Experimental results Conclusions
Experimental Result Synthetic Images
Experimental Result Tissue Box Jar
Experimental Result Mug Dell Box
Outline Introduction Problem formulation Curve reconstruction Experimental results Conclusions
In this paper, we propose a new approach for reconstructing 3D curves from a sequence of images taken by uncalibrated cameras. It is capable of constructing both planar curves and non-planar curves, and it readily handles cases where not all curves are visible or some curves are partially occluded.