Free Form based active contours for image segmentation and free space perception

06/15/2016
by   Ouiddad Labbani I., et al.
0

In this paper we present a novel approach for representing and evolving deformable active contours. The method combines piecewise regular Bézier models and curve evolution defined by local Free Form Deformation. The contour deformation is locally constrained which allows contour convergence with almost linear complexity while adapting to various shape settings and handling topology changes of the active contour. We demonstrate the effectiveness of the new active contour scheme for visual free space perception and segmentation using omnidirectional images acquired by a robot exploring unknown indoor and outdoor environments. Several experiments validate the approach with comparison to state-of-the art parametric and geometric active contours and provide fast and real-time robot free space segmentation and navigation.

READ FULL TEXT

page 16

page 18

page 20

page 21

page 24

page 25

page 26

research
10/12/2017

A Finite Element Computational Framework for Active Contours on Graphs

In this paper we present a new framework for the solution of active cont...
research
06/22/2009

Physical Modeling Techniques in Active Contours for Image Segmentation

Physical modeling method, represented by simulation and visualization of...
research
06/17/2009

Deformable Model with a Complexity Independent from Image Resolution

We present a parametric deformable model which recovers image components...
research
03/16/2022

Coverage Optimization of Camera Network for Continuous Deformable Object

In this paper, a deformable object is considered for cameras deployment ...
research
05/01/2015

Segmentation and Restoration of Images on Surfaces by Parametric Active Contours with Topology Changes

In this article, a new method for segmentation and restoration of images...
research
10/24/2016

Theoretical Analysis of Active Contours on Graphs

Active contour models based on partial differential equations have prove...
research
03/28/2020

Using the Split Bregman Algorithm to Solve the Self-Repelling Snake Model

Preserving the contour topology during image segmentation is useful in m...

Please sign up or login with your details

Forgot password? Click here to reset