Active mesh - A video representation scheme for feature seeking and tracking

Yao Wang, Ouseb Lee

Research output: Contribution to journalConference articlepeer-review

Abstract

This paper introduces a representation scheme for images and video sequences using nonuniform samples embedded in a mesh structure. It describes a video sequence by the nodal positions and colors in a starting frame, followed by the nodal displacements in the following frames. The nodal points are more densely distributed in regions coniaining inieresting features such as edges and corners; and are dynamically updated to follow the same fealures in successive frames. They are determined automatically by maximizing feature (e.g, gradient) magnitudes at nodal poinis, while minimizing interpolation errors within individual elements, and matching errors between corresponding elements. In order to avoid the mesh elements to become overly deformed, a penalty term is also incorporated, which measures the irregularity of the mesh structure. The noiions of shape functions and master elements commonly used in the finite element method have been employed lo simplify the numerical calculation of the energy functions and their gradients. The proposed representation is motivated by the active contour or snake model proposed by Kass, Within and Terzopoulos. The current representation retains the salient merit of the original model as a feature tracker brsed on local and collective information, while facilitating more accurate image interpolation and prediction.

Original languageEnglish (US)
Pages (from-to)1558-1569
Number of pages12
JournalProceedings of SPIE - The International Society for Optical Engineering
Volume2094
DOIs
StatePublished - 1993
EventVisual Communications and Image Processing 1993 - Cambridge, MA, United States
Duration: Nov 7 1993Nov 7 1993

ASJC Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

Fingerprint Dive into the research topics of 'Active mesh - A video representation scheme for feature seeking and tracking'. Together they form a unique fingerprint.

Cite this