/*!
* シミュレーションステップを進める
*/
void rxShapeMatching::Update()
{
calExternalForces(m_dDt);
calCollision(m_dDt);
shapeMatching(m_dDt);
integrate(m_dDt);
}
void GLWidget3D::galifTest() {
ShapeMatching shapeMatching(this, width(), height(), 30, 4.0f, 10.0f, width() * 0.05f, height() * 0.05f, true);
// 現在のレンダリングモードをバックアップ
int currentRenderingMode = renderingMode;
renderingMode = RENDERING_MODE_LINE;
shapeMatching.learn("d:\\dataset\\windows\\", 1, 1);
float accuracy = shapeMatching.test("d:\\dataset\\window_sketch\\", 1);
std::cout << "Accuracy: " << accuracy << std::endl;
// 元のレンダリングモードに戻す
renderingMode = currentRenderingMode;
}
void GLWidget3D::parameterOptimization() {
// 現在のレンダリングモードをバックアップ
int currentRenderingMode = renderingMode;
renderingMode = RENDERING_MODE_LINE;
int numCentroids[] = {10, 20, 30, 40, 50, 60};
float feature_size[] = {0.1, 0.2, 0.3, 0.4};
bool useTfidf[] = {true, false};
float best_accuracy = 0.0f;
int best_numCentroids;
float best_feature_size;
bool best_useTfidf;
for (int i = 0; i < 6; ++i) {
for (int j = 0; j < 4; ++j) {
for (int k = 0; k < 2; ++k) {
ShapeMatching shapeMatching(this, width(), height(), numCentroids[i], 4.0f, 10.0f, width() * feature_size[j], height() * feature_size[j], useTfidf[k]);
shapeMatching.learn("d:\\dataset\\windows\\", 1, 1);
float accuracy = shapeMatching.test("d:\\dataset\\window_sketch\\", 1);
std::cout << "#centroids: " << numCentroids[i] << ", Feature size: " << feature_size[j] << ", UseTfidf: " << useTfidf[k] << ", Accuracy: " << accuracy << std::endl;
if (accuracy > best_accuracy) {
best_accuracy = accuracy;
best_numCentroids = numCentroids[i];
best_feature_size = feature_size[j];
best_useTfidf = useTfidf[k];
}
}
}
}
std::cout << "======================================" << std::endl;
std::cout << "Best accuracy: " << best_accuracy << std::endl;
std::cout << "Best #centroids: " << best_numCentroids << std::endl;
std::cout << "Best feature_size: " << best_feature_size << std::endl;
std::cout << "Best useTfidf: " << best_useTfidf << std::endl;
// 元のレンダリングモードに戻す
renderingMode = currentRenderingMode;
}
