Example #1
0
        //function HC=hist_cost_2(BH1,BH2);
        //% HC=hist_cost_2(BH1,BH2);
        //%
        //% same as hist_cost.m but BH1 and BH2 can be of different lengths
        public Matrix HistCost(Matrix BH1, Matrix BH2)
        {
            if (BH1.Columns != BH2.Columns)
                throw new Exception("槽数不等没法比!");

            //[nsamp1,nbins]=size(BH1);
            //[nsamp2,nbins]=size(BH2);
            int nbins = BH1.Columns;

            //BH1n=BH1./repmat(sum(BH1,2)+eps,[1 nbins]);
            //%应该是repmat的结果 [sum(BH1,2),sum(BH1,2),sum(BH1,2),sum(BH1,2),sum(BH1,2).....]
            var BH1n = BH1.PointDivide((BH1.Sum2() + Epsilons(nsamp1, 1)).RepMat(1, nbins));

            //BH2n=BH2./repmat(sum(BH2,2)+eps,[1 nbins]);
            var BH2n = BH2.PointDivide((BH2.Sum2() + Epsilons(nsamp2, 1)).RepMat(1, nbins));

            //tmp1=repmat(permute(BH1n,[1 3 2]),[1 nsamp2 1]);		% permute似乎用来改变维的顺序
            //tmp2=repmat(permute(BH2n',[3 2 1]),[nsamp1 1 1]);
            //HC=0.5*sum(((tmp1-tmp2).^2)./(tmp1+tmp2+eps),3);

            // 不知道怎么弄,猜吧
            DenseMatrix cost = Zeros(BH1.Rows, BH2.Rows);
            for (int i = 0; i < BH1.Rows; ++i) { // BH1的每一行
                var BH1nrow = BH1n.GetRow(i);
                for (int j = 0; j < BH2.Rows; ++j) { // BH2的每一行
                    var BH2nrow = BH2n.GetRow(j);
                    double costij = 0;
                    for (int k = 0; k < nbins; ++k) {
                        //double tmp1 = BH1n[i, k], tmp2 = BH2n[j, k];
                        double tmp1 = BH1nrow[k], tmp2 = BH2nrow[k];
                        costij += ((tmp1 - tmp2) * (tmp1 - tmp2)) / (tmp1 + tmp2 + Epsilon);
                    }
                    cost[i, j] = costij * 0.5;
                }
            }

            return cost;
        }