Ejemplo n.º 1
0
void KDTree::findKNearestNeighbours(const NodePtr& src, LimitedPriorityQueue& results,
        const VertexPtr& target){

    if(src->isLeaf()){
        for(VertexPtr vrtx: src->getBucket()){
            float dist = norm((*vrtx)-(*target));
            results.push(VertexDistPair(vrtx, dist));
        }
        HyperSphere sphere(target, std::get<1>(results.top()), m_K);
        //Required Number of points are found, sphere was completely in region,
        //there can't be any closer results

        if(results.full() && sphere.withinRegion(src->getDomain())){
            return;
        }
    }
    //Uncool, get sphere again
    float dist = FLT_MAX;
    if(!results.empty()){
        dist = std::get<1>(results.top());
    }
    HyperSphere sphere(target, dist, m_K );

    if(src->getLeft()){
        if(sphere.intersectsRegion(src->getLeft()->getDomain())){
            findKNearestNeighbours(src->getLeft(), results, target);
        }
    }
    if(src->getRight()){
        if(sphere.intersectsRegion(src->getRight()->getDomain())){
            findKNearestNeighbours(src->getRight(), results, target);
        }
    };
};
Ejemplo n.º 2
0
void KDTree::findInRadius(const NodePtr& src, const HyperSphere& sphere,
            VertexList& result) const{

    if(src->isLeaf()){
        for(VertexPtr vrtx : src->getBucket()){
            if(sphere.contains(vrtx)){
                result.push_back(vrtx);
            }
        }
    }
    if(src->getLeft() != nullptr){
        if(sphere.intersectsRegion(src->getDomain())){
            findInRadius(src->getLeft(), sphere, result);
        }
    }
    if(src->getRight() != nullptr){
        if(sphere.intersectsRegion(src->getDomain())){
            findInRadius(src->getRight(), sphere, result);
        }
    }
}