visual_index_test.cc

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// Copyright (c) 2018, ETH Zurich and UNC Chapel Hill.
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// Author: Johannes L. Schoenberger (jsch-at-demuc-dot-de)
 
#define TEST_NAME "retrieval/visual_index"
#include "util/testing.h"
 
#include "retrieval/visual_index.h"
 
using namespace colmap;
using namespace colmap::retrieval;
 
template <typename kDescType, int kDescDim, int kEmbeddingDim>
void TestVocabTreeType() {
  typedef VisualIndex<kDescType, kDescDim, kEmbeddingDim> VisualIndexType;
 
  SetPRNGSeed(0);
 
  {
    VisualIndexType visual_index;
    BOOST_CHECK_EQUAL(visual_index.NumVisualWords(), 0);
  }
 
  {
    typename VisualIndexType::DescType descriptors =
        VisualIndexType::DescType::Random(50, kDescDim);
    VisualIndexType visual_index;
    BOOST_CHECK_EQUAL(visual_index.NumVisualWords(), 0);
    typename VisualIndexType::BuildOptions build_options;
    build_options.num_visual_words = 5;
    build_options.branching = 5;
    visual_index.Build(build_options, descriptors);
    BOOST_CHECK_EQUAL(visual_index.NumVisualWords(), 5);
  }
 
  {
    typename VisualIndexType::DescType descriptors =
        VisualIndexType::DescType::Random(1000, kDescDim);
    VisualIndexType visual_index;
    BOOST_CHECK_EQUAL(visual_index.NumVisualWords(), 0);
    typename VisualIndexType::BuildOptions build_options;
    build_options.num_visual_words = 100;
    build_options.branching = 10;
    visual_index.Build(build_options, descriptors);
    BOOST_CHECK_EQUAL(visual_index.NumVisualWords(), 100);
 
    typename VisualIndexType::IndexOptions index_options;
    typename VisualIndexType::GeomType keypoints1(50);
    typename VisualIndexType::DescType descriptors1 =
        VisualIndexType::DescType::Random(50, kDescDim);
    visual_index.Add(index_options, 1, keypoints1, descriptors1);
    typename VisualIndexType::GeomType keypoints2(50);
    typename VisualIndexType::DescType descriptors2 =
        VisualIndexType::DescType::Random(50, kDescDim);
    visual_index.Add(index_options, 2, keypoints2, descriptors2);
    visual_index.Prepare();
 
    typename VisualIndexType::QueryOptions query_options;
    std::vector<ImageScore> image_scores;
    visual_index.Query(query_options, descriptors1, &image_scores);
    BOOST_CHECK_EQUAL(image_scores.size(), 2);
    BOOST_CHECK_EQUAL(image_scores[0].image_id, 1);
    BOOST_CHECK_EQUAL(image_scores[1].image_id, 2);
    BOOST_CHECK_GT(image_scores[0].score, image_scores[1].score);
 
    query_options.max_num_images = 1;
    visual_index.Query(query_options, descriptors1, &image_scores);
    BOOST_CHECK_EQUAL(image_scores.size(), 1);
    BOOST_CHECK_EQUAL(image_scores[0].image_id, 1);
 
    query_options.max_num_images = 3;
    visual_index.Query(query_options, descriptors1, &image_scores);
    BOOST_CHECK_EQUAL(image_scores.size(), 2);
    BOOST_CHECK_EQUAL(image_scores[0].image_id, 1);
    BOOST_CHECK_EQUAL(image_scores[1].image_id, 2);
    BOOST_CHECK_GT(image_scores[0].score, image_scores[1].score);
  }
}
 
BOOST_AUTO_TEST_CASE(TestVocabTree) {
  TestVocabTreeType<uint8_t, 128, 64>();
  TestVocabTreeType<uint8_t, 64, 64>();
  TestVocabTreeType<uint8_t, 32, 16>();
  TestVocabTreeType<int, 32, 16>();
  TestVocabTreeType<float, 32, 16>();
  TestVocabTreeType<double, 32, 16>();
}