// Copyright (c) 2022, ETH Zurich and UNC Chapel Hill. // All rights reserved. // // 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 ETH Zurich and UNC Chapel Hill 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 HOLDERS 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: Johannes L. Schoenberger (jsch-at-demuc-dot-de) #define TEST_NAME "base/graph_cut" #include "util/testing.h" #include "base/graph_cut.h" using namespace colmap; BOOST_AUTO_TEST_CASE(TestComputeMinGraphCutStoerWagner) { const std::vector> edges = { {3, 4}, {3, 6}, {3, 5}, {0, 4}, {0, 1}, {0, 6}, {0, 7}, {0, 5}, {0, 2}, {4, 1}, {1, 6}, {1, 5}, {6, 7}, {7, 5}, {5, 2}, {3, 4}}; const std::vector weights = {0, 3, 1, 3, 1, 2, 6, 1, 8, 1, 1, 80, 2, 1, 1, 4}; int cut_weight; std::vector cut_labels; ComputeMinGraphCutStoerWagner(edges, weights, &cut_weight, &cut_labels); BOOST_CHECK_EQUAL(cut_weight, 7); BOOST_CHECK_EQUAL(cut_labels.size(), 8); for (const auto& label : cut_labels) { BOOST_CHECK_GE(label, 0); BOOST_CHECK_LT(label, 2); } } BOOST_AUTO_TEST_CASE(TestComputeMinGraphCutStoerWagnerDuplicateEdge) { const std::vector> edges = { {3, 4}, {3, 6}, {3, 5}, {0, 4}, {0, 1}, {0, 6}, {0, 7}, {0, 5}, {0, 2}, {4, 1}, {1, 6}, {1, 5}, {6, 7}, {7, 5}, {5, 2}, {3, 4}, {3, 4}}; const std::vector weights = {0, 3, 1, 3, 1, 2, 6, 1, 8, 1, 1, 80, 2, 1, 1, 4, 4}; int cut_weight; std::vector cut_labels; ComputeMinGraphCutStoerWagner(edges, weights, &cut_weight, &cut_labels); BOOST_CHECK_EQUAL(cut_weight, 7); BOOST_CHECK_EQUAL(cut_labels.size(), 8); for (const auto& label : cut_labels) { BOOST_CHECK_GE(label, 0); BOOST_CHECK_LT(label, 2); } } BOOST_AUTO_TEST_CASE(TestComputeMinGraphCutStoerWagnerMissingVertex) { const std::vector> edges = { {3, 4}, {3, 6}, {3, 5}, {0, 1}, {0, 6}, {0, 7}, {0, 5}, {0, 2}, {4, 1}, {1, 6}, {1, 5}, {6, 7}, {7, 5}, {5, 2}}; const std::vector weights = {0, 3, 1, 3, 1, 2, 6, 1, 8, 1, 1, 80, 2, 1}; int cut_weight; std::vector cut_labels; ComputeMinGraphCutStoerWagner(edges, weights, &cut_weight, &cut_labels); BOOST_CHECK_EQUAL(cut_weight, 2); BOOST_CHECK_EQUAL(cut_labels.size(), 8); for (const auto& label : cut_labels) { BOOST_CHECK_GE(label, 0); BOOST_CHECK_LT(label, 2); } } BOOST_AUTO_TEST_CASE(TestComputeMinGraphCutStoerWagnerDisconnected) { const std::vector> edges = {{0, 1}, {1, 2}, {3, 4}}; const std::vector weights = {1, 3, 1}; int cut_weight; std::vector cut_labels; ComputeMinGraphCutStoerWagner(edges, weights, &cut_weight, &cut_labels); BOOST_CHECK_EQUAL(cut_weight, 0); BOOST_CHECK_EQUAL(cut_labels.size(), 5); for (const auto& label : cut_labels) { BOOST_CHECK_GE(label, 0); BOOST_CHECK_LT(label, 2); } } BOOST_AUTO_TEST_CASE(TestComputeNormalizedMinGraphCut) { const std::vector> edges = { {3, 4}, {3, 6}, {3, 5}, {0, 4}, {0, 1}, {0, 6}, {0, 7}, {0, 5}, {0, 2}, {4, 1}, {1, 6}, {1, 5}, {6, 7}, {7, 5}, {5, 2}, {3, 4}}; const std::vector weights = {0, 3, 1, 3, 1, 2, 6, 1, 8, 1, 1, 80, 2, 1, 1, 4}; const auto cut_labels = ComputeNormalizedMinGraphCut(edges, weights, 2); BOOST_CHECK_EQUAL(cut_labels.size(), 8); size_t num_labels[2] = {0}; for (const auto& label : cut_labels) { BOOST_CHECK_GE(label.second, 0); BOOST_CHECK_LT(label.second, 2); num_labels[label.second] += 1; } BOOST_CHECK_GT(num_labels[0], 0); BOOST_CHECK_GT(num_labels[1], 0); } BOOST_AUTO_TEST_CASE(TestComputeNormalizedMinGraphCutDuplicateEdge) { const std::vector> edges = { {3, 4}, {3, 6}, {3, 5}, {0, 4}, {0, 1}, {0, 6}, {0, 7}, {0, 5}, {0, 2}, {4, 1}, {1, 6}, {1, 5}, {6, 7}, {7, 5}, {5, 2}, {3, 4}, {3, 4}}; const std::vector weights = {0, 3, 1, 3, 1, 2, 6, 1, 8, 1, 1, 80, 2, 1, 1, 4, 4}; const auto cut_labels = ComputeNormalizedMinGraphCut(edges, weights, 2); BOOST_CHECK_EQUAL(cut_labels.size(), 8); size_t num_labels[2] = {0}; for (const auto& label : cut_labels) { BOOST_CHECK_GE(label.second, 0); BOOST_CHECK_LT(label.second, 2); num_labels[label.second] += 1; } BOOST_CHECK_GT(num_labels[0], 0); BOOST_CHECK_GT(num_labels[1], 0); } BOOST_AUTO_TEST_CASE(TestComputeNormalizedMinGraphCutMissingVertex) { const std::vector> edges = { {3, 4}, {3, 6}, {3, 5}, {0, 1}, {0, 6}, {0, 7}, {0, 5}, {0, 2}, {4, 1}, {1, 6}, {1, 5}, {6, 7}, {7, 5}, {5, 2}}; const std::vector weights = {0, 3, 1, 3, 1, 2, 6, 1, 8, 1, 1, 80, 2, 1}; const auto cut_labels = ComputeNormalizedMinGraphCut(edges, weights, 2); BOOST_CHECK_EQUAL(cut_labels.size(), 8); size_t num_labels[2] = {0}; for (const auto& label : cut_labels) { BOOST_CHECK_GE(label.second, 0); BOOST_CHECK_LT(label.second, 2); num_labels[label.second] += 1; } BOOST_CHECK_GT(num_labels[0], 0); BOOST_CHECK_GT(num_labels[1], 0); } BOOST_AUTO_TEST_CASE(TestComputeNormalizedMinGraphCutDisconnected) { const std::vector> edges = {{0, 1}, {1, 2}, {3, 4}}; const std::vector weights = {1, 3, 1}; const auto cut_labels = ComputeNormalizedMinGraphCut(edges, weights, 2); BOOST_CHECK_EQUAL(cut_labels.size(), 5); BOOST_CHECK_EQUAL(cut_labels.at(0), cut_labels.at(1)); BOOST_CHECK_EQUAL(cut_labels.at(1), cut_labels.at(2)); BOOST_CHECK_NE(cut_labels.at(2), cut_labels.at(3)); BOOST_CHECK_EQUAL(cut_labels.at(3), cut_labels.at(4)); } BOOST_AUTO_TEST_CASE(TestMinSTGraphCut1) { MinSTGraphCut graph(2); BOOST_CHECK_EQUAL(graph.NumNodes(), 2); BOOST_CHECK_EQUAL(graph.NumEdges(), 0); graph.AddNode(0, 5, 1); graph.AddNode(1, 2, 6); graph.AddEdge(0, 1, 3, 4); BOOST_CHECK_EQUAL(graph.NumEdges(), 10); BOOST_CHECK_EQUAL(graph.Compute(), 6); BOOST_CHECK(graph.IsConnectedToSource(0)); BOOST_CHECK(graph.IsConnectedToSink(1)); } BOOST_AUTO_TEST_CASE(TestMinSTGraphCut2) { MinSTGraphCut graph(2); graph.AddNode(0, 1, 5); graph.AddNode(1, 2, 6); graph.AddEdge(0, 1, 3, 4); BOOST_CHECK_EQUAL(graph.NumEdges(), 10); BOOST_CHECK_EQUAL(graph.Compute(), 3); BOOST_CHECK(graph.IsConnectedToSink(0)); BOOST_CHECK(graph.IsConnectedToSink(1)); } BOOST_AUTO_TEST_CASE(TestMinSTGraphCut3) { MinSTGraphCut graph(3); graph.AddNode(0, 6, 4); graph.AddNode(2, 3, 6); graph.AddEdge(0, 1, 2, 4); graph.AddEdge(1, 2, 3, 5); BOOST_CHECK_EQUAL(graph.NumEdges(), 12); BOOST_CHECK_EQUAL(graph.Compute(), 9); BOOST_CHECK(graph.IsConnectedToSource(0)); BOOST_CHECK(graph.IsConnectedToSink(1)); BOOST_CHECK(graph.IsConnectedToSink(2)); }