Search & Display Options
Search within Results:
Field:
author
title
year
keywords
abstract
type
contains:
...
Exclude matches
Display Options:
Field:
all fields
keywords & abstract
additional fields
records per page
Select All
Deselect All
<<
1
>>
List View
|
Citations
|
Details
Record
Links
Author
Mikhail Mozerov; Joost Van de Weijer
Title
One-view occlusion detection for stereo matching with a fully connected CRF model
Type
Journal Article
Year
2019
Publication
IEEE Transactions on Image Processing
Abbreviated Journal
TIP
Volume
28
Issue
6
Pages
2936-2947
Keywords
Stereo matching; energy minimization; fully connected MRF model; geodesic distance filter
Abstract
In this paper, we extend the standard belief propagation (BP) sequential technique proposed in the tree-reweighted sequential method [15] to the fully connected CRF models with the geodesic distance affinity. The proposed method has been applied to the stereo matching problem. Also a new approach to the BP marginal solution is proposed that we call one-view occlusion detection (OVOD). In contrast to the standard winner takes all (WTA) estimation, the proposed OVOD solution allows to find occluded regions in the disparity map and simultaneously improve the matching result. As a result we can perform only
one energy minimization process and avoid the cost calculation for the second view and the left-right check procedure. We show that the OVOD approach considerably improves results for cost augmentation and energy minimization techniques in comparison with the standard one-view affinity space implementation. We apply our method to the Middlebury data set and reach state-ofthe-art especially for median, average and mean squared error metrics.
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
LAMP; 600.098; 600.109; 602.133; 600.120;ISE
Approved
no
Call Number
Admin @ si @ MoW2019
Serial
3221
Permanent link to this record
Select All
Deselect All
<<
1
>>
List View
|
Citations
|
Details