Silhouette and stereo fusion for 3D object modeling

被引:301
作者
Esteban, CH
Schmitt, F
机构
[1] Signal Department, CNRS UMR 5141, Ecl. Natl. Sup. des Telecom.
关键词
3D reconstruction; deformable model; multigrid gradient vector flow; visual hull; texture;
D O I
10.1016/j.cviu.2004.03.016
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a new approach to high quality 3D object reconstruction. Starting from a calibrated sequence of color images, the algorithm is able to reconstruct both the 3D geometry and the texture. The core of the method is based on a deformable model, which defines the framework where texture and silhouette information can be fused. This is achieved by defining two external forces based on the images: a texture driven force and a silhouette driven force. The texture force is computed in two steps: a multi-stereo correlation voting approach and a gradient vector flow diffusion. Due to the high resolution of the voting approach a multi-grid version of the gradient vector flow has been developed. Concerning the silhouette force, a new formulation of the silhouette constraint is derived. It provides a robust way to integrate the silhouettes in the evolution algorithm. As a consequence, we are able to recover the contour generators of the model at the end of the iteration process. Finally, a texture map is computed from the original images for the reconstructed 3D model. (C) 2004 Elsevier Inc. All rights reserved.
引用
收藏
页码:367 / 392
页数:26
相关论文
共 43 条
  • [1] A FAST LEVEL SET METHOD FOR PROPAGATING INTERFACES
    ADALSTEINSSON, D
    SETHIAN, JA
    [J]. JOURNAL OF COMPUTATIONAL PHYSICS, 1995, 118 (02) : 269 - 277
  • [2] [Anonymous], THESIS STANFORD U
  • [3] [Anonymous], P 5 EUR C COMP VERS
  • [4] Broadhurst A, 2001, EIGHTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOL I, PROCEEDINGS, P388, DOI 10.1109/ICCV.2001.937544
  • [5] CHEN SE, 1993, SIGGRAPH 93, P279
  • [6] CROSS G, 2000, NATO ADV RES WORKSH, P25
  • [7] Curless B., 1996, Computer Graphics Proceedings. SIGGRAPH '96, P303, DOI 10.1145/237170.237269
  • [8] Debevec P. E., 1996, Computer Graphics Proceedings. SIGGRAPH '96, P11, DOI 10.1145/237170.237191
  • [9] Variational principles, surface evolution, PDE's, level set methods, and the stereo problem
    Faugeras, O
    Keriven, R
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (03) : 336 - 344
  • [10] FORNBERG B, 1988, MATH COMPUT, V51, P699, DOI 10.1090/S0025-5718-1988-0935077-0