Back to results

Massachusetts Institute of Technology

Three dimensional reconstruction of the cell cytoskeleton from stereo images

Abstract

dc:description.abstract

Besides its primary application to robot vision, stereo vision also appears promising in the biomedical field. This study examines 3D reconstruction of the cell cytoskeleton. This application of stereo vision to electron micrographs extracts information about the interior structure of cells at the nanometer scale level. We propose two different types of stereo vision approaches: the line-segment and wavelet multiresolution methods. The former is primitive-based and the latter is a point-based approach. Structural information is stressed in both methods. Directional representation is employed to provide an ideal description for filament-type structures. In the line-segment method, line-segments are first extracted from directional representation and then matching is conducted between two line-segment sets of stereo images. A new search algorithm, matrix matching, is proposed to determine the matching globally. In the wavelet multiresolution method, a pyramidal architecture is presented. Bottom-up analysis is first performed to form two pyramids, containing wavelet decompositions and directional representations. Subsequently, top-down matching is carried out. Matching at a high level provides guidance and constraints to the matching at a lower level. Our reconstructed results reveal 3D structure and the relationships of filaments which are otherwise hard to see in the original stereo images. The method is sufficiently robust and accurate to allow the automated analysis of cell structural characteristics from electron microscopy pairs. The method may also have application to a general class of stereo images.

Degree

thesis:*
Department dc:contributor.department
Massachusetts Institute of Technology. Department of Mechanical Engineering
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
1998

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Cheng, Yuan, 1971-
Advisor dc:contributor.advisor
  • C. Forbes Dewey, Jr.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/1721.1/51562
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/51562

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Cheng, Yuan, 1971-. Three dimensional reconstruction of the cell cytoskeleton from stereo images. Massachusetts Institute of Technology, 1998. http://hdl.handle.net/1721.1/51562