diff --git a/modules/dnn/src/layers/eltwise_layer.cpp b/modules/dnn/src/layers/eltwise_layer.cpp
index 12069e7ae3..fa49109f1d 100644
--- a/modules/dnn/src/layers/eltwise_layer.cpp
+++ b/modules/dnn/src/layers/eltwise_layer.cpp
@@ -53,7 +53,7 @@ class EltwiseLayerImpl : public EltwiseLayer
 {
 public:
     EltwiseOp op;
-    std::vector<int> coeffs;
+    std::vector<float> coeffs;
 
     EltwiseLayerImpl(const LayerParams& params)
     {
@@ -79,7 +79,7 @@ public:
             coeffs.resize(n);
             for (i = 0; i < n; i++)
             {
-                coeffs[i] = paramCoeff.get<int>(i);
+                coeffs[i] = paramCoeff.get<float>(i);
             }
         }
     }
@@ -115,7 +115,7 @@ public:
         const Mat** srcs;
         int nsrcs;
         Mat* dst;
-        const std::vector<int>* coeffs;
+        const std::vector<float>* coeffs;
         EltwiseOp op;
         int nstripes;
         const ActivationLayer* activ;
@@ -123,7 +123,7 @@ public:
         EltwiseInvoker() : srcs(0), nsrcs(0), dst(0), coeffs(0), op(EltwiseLayer::PROD), nstripes(0), activ(0) {}
 
         static void run(const Mat** srcs, int nsrcs, Mat& dst,
-                        const std::vector<int>& coeffs, EltwiseOp op,
+                        const std::vector<float>& coeffs, EltwiseOp op,
                         const ActivationLayer* activ, int nstripes)
         {
             CV_Assert(dst.dims == 4 && dst.type() == CV_32F && dst.isContinuous());
@@ -143,7 +143,7 @@ public:
             p.op = op;
             p.nstripes = nstripes;
             bool simpleCoeffs = true;
-            if( op != EltwiseLayer::SUM && !coeffs.empty() )
+            if( op == EltwiseLayer::SUM && !coeffs.empty() )
             {
                 CV_Assert( coeffs.size() == (size_t)nsrcs );
 
@@ -169,7 +169,7 @@ public:
             size_t stripeEnd = std::min(r.end*stripeSize, total);
             int c, j, k, n = nsrcs;
             int channels = dst->size[1];
-            const int* coeffsptr = coeffs && !coeffs->empty() ? &coeffs->at(0) : 0;
+            const float* coeffsptr = coeffs && !coeffs->empty() ? &coeffs->at(0) : 0;
             float* dstptr0 = dst->ptr<float>();
             int blockSize0 = 1 << 12, blockSize = blockSize0;
 
@@ -203,7 +203,7 @@ public:
                     {
                         for( k = 1; k < n; k++ )
                         {
-                            const float* srcptr1 = srcs[0]->ptr<float>() + globalDelta;
+                            const float* srcptr1 = srcs[k]->ptr<float>() + globalDelta;
                             for( j = 0; j < blockSize; j++ )
                             {
                                 dstptr[j] = std::max(srcptr0[j], srcptr1[j]);
@@ -225,11 +225,11 @@ public:
                     }
                     else
                     {
-                        int c0 = coeffsptr[0];
+                        float c0 = coeffsptr[0];
                         for( k = 1; k < n; k++ )
                         {
                             const float* srcptr1 = srcs[k]->ptr<float>() + globalDelta;
-                            int c1 = coeffsptr[k];
+                            float c1 = coeffsptr[k];
                             for( j = 0; j < blockSize; j++ )
                             {
                                 dstptr[j] = c0*srcptr0[j] + c1*srcptr1[j];
diff --git a/modules/dnn/src/layers/layers_common.cpp b/modules/dnn/src/layers/layers_common.cpp
index 4e1142f30e..d11739a8fb 100644
--- a/modules/dnn/src/layers/layers_common.cpp
+++ b/modules/dnn/src/layers/layers_common.cpp
@@ -125,7 +125,8 @@ void getPoolingKernelParams(const LayerParams &params, int &kernelH, int &kernel
 {
     util::getStrideAndPadding(params, padH, padW, strideH, strideW, padMode);
 
-    globalPooling = params.has("global_pooling");
+    globalPooling = params.has("global_pooling") &&
+                    params.get<bool>("global_pooling");
 
     if (globalPooling)
     {
diff --git a/modules/dnn/test/test_halide_layers.cpp b/modules/dnn/test/test_halide_layers.cpp
index 64056dc7cd..b2edf3af93 100644
--- a/modules/dnn/test/test_halide_layers.cpp
+++ b/modules/dnn/test/test_halide_layers.cpp
@@ -575,12 +575,13 @@ INSTANTIATE_TEST_CASE_P(Layer_Test_Halide, Concat, Combine(
 //      `--- conv ----^ ^ ^
 //      `---- ... ------' '
 //      `-----------------'
-typedef TestWithParam<tuple<Vec3i, std::string, int> > Eltwise;
+typedef TestWithParam<tuple<Vec3i, std::string, int, bool> > Eltwise;
 TEST_P(Eltwise, Accuracy)
 {
     Vec3i inSize = get<0>(GetParam());
     std::string op = get<1>(GetParam());
     int numConv = get<2>(GetParam());
+    bool weighted = get<3>(GetParam());
 
     Net net;
 
@@ -606,6 +607,16 @@ TEST_P(Eltwise, Accuracy)
     }
 
     LayerParams eltwiseParam;
+    eltwiseParam.set("operation", op);
+    if (op == "sum" && weighted)
+    {
+        std::vector<float> coeff(1 + numConv);
+        for (int i = 0; i < coeff.size(); ++i)
+        {
+            coeff[i] = ((float)rand() / RAND_MAX) * 4 - 2;
+        }
+        eltwiseParam.set("coeff", DictValue::arrayReal<float*>(&coeff[0], coeff.size()));
+    }
     eltwiseParam.type = "Eltwise";
     eltwiseParam.name = "testLayer";
     int eltwiseId = net.addLayer(eltwiseParam.name, eltwiseParam.type, eltwiseParam);
@@ -629,7 +640,8 @@ TEST_P(Eltwise, Accuracy)
 INSTANTIATE_TEST_CASE_P(Layer_Test_Halide, Eltwise, Combine(
 /*input size*/ Values(Vec3i(1, 4, 5), Vec3i(2, 8, 6)),
 /*operation*/  Values("prod", "sum", "max"),
-/*num convs*/  Values(1, 2, 3)
+/*num convs*/  Values(1, 2, 3),
+/*weighted(for sum only)*/ Bool()
 ));
 #endif  // HAVE_HALIDE