A Convex Clustering-based Regularizer for Image Segmentation (Unknown language)

In: Vision, Modeling & Visualization   ;  87-94  ;  2015

How to get this document?

Commercial Copyright fee: €14.50 Basic fee: €4.00 Total price: €18.50
Academic Copyright fee: €4.50 Basic fee: €2.00 Total price: €6.50

In this paper we present a novel way of combining the process of k-means clustering with image segmentation by introducing a convex regularizer for segmentation-based optimization problems. Instead of separating the clustering process from the core image segmentation algorithm, this regularizer allows the direct incorporation of clustering information in many segmentation algorithms. Besides introducing the model of the regularizer, we present a numerical algorithm to efficiently solve the occurring optimization problem while maintaining complete compatibility with any other gradient descent based optimization method. As a side-product, this algorithm also introduces a new way to solve the rather elaborate relaxed k-means clustering problem, which has been established as a convex alternative to the non-convex k-means problem.

Table of contents conference proceedings

The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.

Accurate Face Reconstruction through Anisotropic Fitting and Eye Correction
Achenbach, Jascha / Zell, Eduard / Botsch, Mario | 2015
Data Driven 3D Face Tracking Based on a Facial Deformation Model
Sibbing, Dominik / Kobbelt, Leif | 2015
Simple, Robust, Constant-Time Bounds on Surface Geodesic Distances using Point Landmarks
Burghard, Oliver / Klein, Reinhard | 2015
Point-wise Map Recovery and Refinement from Functional Correspondence
Rodolà, Emanuele / Moeller, Michael / Cremers, Daniel | 2015
Temporal Coherence Predictor for Time Varying Volume Data Based on Perceptual Functions
Noonan, Tom / Campoalegre, Lazaro / Dingliana, John | 2015
Hierarchical Hashing for Pattern Search in 3D Vector Fields
Wang, Zhongjie / Seidel, Hans-Peter / Weinkauf, Tino | 2015
Interactive GPU-based Visualization of Scalar Data with Gaussian Distributed Uncertainty
Schlegel, Steven / Goldau, Mathias / Scheuermann, Gerik | 2015
A Taxonomy of Integration Techniques for Spatial and Non-Spatial Visualizations
Sorger, Johannes / Ortner, Thomas / Piringer, Harald / Hesina, Gerd / Gröller, Eduard | 2015
Vector-to-Closest-Point Octree for Surface Ray-Casting
Demir, Ismail / Westermann, Rüdiger | 2015
Level-of-Detail for Production-Scale Path Tracing
Prus, Magdalena / Eisenacher, Christian / Stamminger, Marc | 2015
The Bounced Z-buffer for Indirect Visibility
Nalbach, Oliver / Ritschel, Tobias / Seidel, Hans-Peter | 2015
A Convex Clustering-based Regularizer for Image Segmentation
Hell, Benjamin / Magnor, Marcus | 2015
Temporally Consistent Wide Baseline Facial Performance Capture via Image Warping
Kettern, Markus / Hilsmann, Anna / Eisert, Peter | 2015
Efficient GPU Based Sampling for Scene-Space Video Processing
Klose, Felix / Wang, Oliver / Bazin, Jean-Charles / Magnor, Marcus / Sorkine-Hornung, Alexander | 2015
Rotoscoping on Stereoscopic Images and Videos
Bukenberger, Dennis R. / Schwarz, Katharina / Groh, Fabian / Lensch, Hendrik P. A. | 2015
Tongue S(t)imulator - A Comprehensive Parametrized Pose Model for Speech Therapy
Haraké, Laura / Bełtkiewicz, Dorota / Lochmann, Gerrit | 2015
Simulation of Water Condensation based on a Thermodynamic Approach
Tillmann, Sebastian-T. / Bohn, Christian-A. | 2015
Variational Separation of Light Field Layers
Johannsen, Ole / Sulc, Antonin / Goldluecke, Bastian | 2015
Extrapolating Large-Scale Material BTFs under Cross-Device Constraints
Steinhausen, Heinz Christian / Brok, Dennis den / Hullin, Matthias B. / Klein, Reinhard | 2015
Fast Multiplexed Acquisition of High-dynamic-range Material Appearance
Brok, Dennis den / Steinhausen, Heinz Christian / Klein, Reinhard | 2015
Light Field Imaging through Household Optics
Wender, Alexander / Iseringhausen, Julian / Goldluecke, Bastian / Fuchs, Martin / Hullin, Matthias B. | 2015