Cut Metrics and Geometry of Grid Graphs
Outline
Part I: “Cut Metrics” vs. “Path Metrics” on Graphs
Standard “Path Metrics” on graphs
“Distance Maps” for Path Metrics
Cut Metrics on graphs
Cut Metrics vs. Path Metrics
Cut metric “distance” for graphs with homogeneous topology
“Distance Maps” for Cut Metrics
Motivation
Part II: Integral Geometry and Graph Cuts (Euclidean case)
Integral Geometry and Cauchy-Crofton formula
Example of an application for Cauchy-Crofton formula
Cut Metric approximating Euclidean Metric
Part III: Differential Geometry and Graph Cuts
Non-Euclidean Metric
Cut Metric approximating Non-Euclidean Metric
“Distance Maps” for Cut Metrics in Non-Euclidean case
General Riemannian Metric on R
Cauchy-Crofton formula in case of Riemannian metric on R
Cut Metric approximating Riemannian Space
“Geo-Cuts” algorithm
Geo-Cuts vs. Level-Sets
Conclusions
Author: Yuri Boykov,Vladimir Kolmogorov