111 lines
3.8 KiB
C++
111 lines
3.8 KiB
C++
|
// Ceres Solver - A fast non-linear least squares minimizer
|
||
|
// Copyright 2015 Google Inc. All rights reserved.
|
||
|
// http://ceres-solver.org/
|
||
|
//
|
||
|
// Redistribution and use in source and binary forms, with or without
|
||
|
// modification, are permitted provided that the following conditions are met:
|
||
|
//
|
||
|
// * Redistributions of source code must retain the above copyright notice,
|
||
|
// this list of conditions and the following disclaimer.
|
||
|
// * Redistributions in binary form must reproduce the above copyright notice,
|
||
|
// this list of conditions and the following disclaimer in the documentation
|
||
|
// and/or other materials provided with the distribution.
|
||
|
// * Neither the name of Google Inc. nor the names of its contributors may be
|
||
|
// used to endorse or promote products derived from this software without
|
||
|
// specific prior written permission.
|
||
|
//
|
||
|
// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
|
||
|
// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
|
||
|
// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
|
||
|
// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
|
||
|
// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
|
||
|
// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
|
||
|
// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
|
||
|
// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
|
||
|
// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
|
||
|
// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
|
||
|
// POSSIBILITY OF SUCH DAMAGE.
|
||
|
//
|
||
|
// Author: sameeragarwal@google.com (Sameer Agarwal)
|
||
|
|
||
|
// This include must come before any #ifndef check on Ceres compile options.
|
||
|
#include "ceres/internal/port.h"
|
||
|
|
||
|
#ifndef CERES_NO_SUITESPARSE
|
||
|
|
||
|
#include "ceres/single_linkage_clustering.h"
|
||
|
|
||
|
#include "ceres/graph.h"
|
||
|
#include "ceres/collections_port.h"
|
||
|
#include "ceres/graph_algorithms.h"
|
||
|
|
||
|
namespace ceres {
|
||
|
namespace internal {
|
||
|
|
||
|
int ComputeSingleLinkageClustering(
|
||
|
const SingleLinkageClusteringOptions& options,
|
||
|
const WeightedGraph<int>& graph,
|
||
|
HashMap<int, int>* membership) {
|
||
|
CHECK_NOTNULL(membership)->clear();
|
||
|
|
||
|
// Initially each vertex is in its own cluster.
|
||
|
const HashSet<int>& vertices = graph.vertices();
|
||
|
for (HashSet<int>::const_iterator it = vertices.begin();
|
||
|
it != vertices.end();
|
||
|
++it) {
|
||
|
(*membership)[*it] = *it;
|
||
|
}
|
||
|
|
||
|
for (HashSet<int>::const_iterator it1 = vertices.begin();
|
||
|
it1 != vertices.end();
|
||
|
++it1) {
|
||
|
const int vertex1 = *it1;
|
||
|
const HashSet<int>& neighbors = graph.Neighbors(vertex1);
|
||
|
for (HashSet<int>::const_iterator it2 = neighbors.begin();
|
||
|
it2 != neighbors.end();
|
||
|
++it2) {
|
||
|
const int vertex2 = *it2;
|
||
|
|
||
|
// Since the graph is undirected, only pay attention to one side
|
||
|
// of the edge and ignore weak edges.
|
||
|
if ((vertex1 > vertex2) ||
|
||
|
(graph.EdgeWeight(vertex1, vertex2) < options.min_similarity)) {
|
||
|
continue;
|
||
|
}
|
||
|
|
||
|
// Use a union-find algorithm to keep track of the clusters.
|
||
|
const int c1 = FindConnectedComponent(vertex1, membership);
|
||
|
const int c2 = FindConnectedComponent(vertex2, membership);
|
||
|
|
||
|
if (c1 == c2) {
|
||
|
continue;
|
||
|
}
|
||
|
|
||
|
if (c1 < c2) {
|
||
|
(*membership)[c2] = c1;
|
||
|
} else {
|
||
|
(*membership)[c1] = c2;
|
||
|
}
|
||
|
}
|
||
|
}
|
||
|
|
||
|
// Make sure that every vertex is connected directly to the vertex
|
||
|
// identifying the cluster.
|
||
|
int num_clusters = 0;
|
||
|
for (HashMap<int, int>::iterator it = membership->begin();
|
||
|
it != membership->end();
|
||
|
++it) {
|
||
|
it->second = FindConnectedComponent(it->first, membership);
|
||
|
if (it->first == it->second) {
|
||
|
++num_clusters;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
return num_clusters;
|
||
|
}
|
||
|
|
||
|
} // namespace internal
|
||
|
} // namespace ceres
|
||
|
|
||
|
#endif // CERES_NO_SUITESPARSE
|