diff --git a/lite/api/benchmark.cc b/lite/api/benchmark.cc
index 17932cc5cda96a8a008f9b7f4047619449678a19..f82fcb87ff772fce1d6dd6ce1f1d45d407836070 100644
--- a/lite/api/benchmark.cc
+++ b/lite/api/benchmark.cc
@@ -213,7 +213,7 @@ void print_usage() {
       "  --param_filename (The filename of param file, set param_file when\n"
       "    the model is combined formate. Otherwise, it is not necessary\n"
       "    to set it.) type: string \n"
-      "  --input_shape (Tet input shapes according to the model, separated by\n"
+      "  --input_shape (Set input shapes according to the model, separated by\n"
       "    colon and comma, such as 1,3,244,244) type: string\n"
       "    default: 1,3,224,224 \n"
       "  --input_img_path (The path of input image, if not set\n"
diff --git a/lite/kernels/arm/matmul_compute.cc b/lite/kernels/arm/matmul_compute.cc
index 2841fa13f7a04026bc9040a8bd9fdc98dd7e149e..d22b14155a981f5fd37f0d7f27ebf422e851f65c 100644
--- a/lite/kernels/arm/matmul_compute.cc
+++ b/lite/kernels/arm/matmul_compute.cc
@@ -45,32 +45,13 @@ void MatMulCompute::Run() {
   operators::ActivationParam act_param;
   act_param.has_active = false;
 
-  if (x_dims.size() > 2 && y_dims.size() >= 2) {
+  if ((x_dims.size() >= 2 && y_dims.size() >= 2) &&
+      (x_dims.size() != 2 || y_dims.size() != 2)) {
     // x: [B, ..., M, K], y: [B, ..., K, N], out: [B, ..., M, N]
     // x: [B, M, K], y: [K, N], out: [B, M, N]
-
-    if (!x_transpose && !y_transpose) {
-      CHECK_EQ(x_dims[x_dims.size() - 1], y_dims[y_dims.size() - 2])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << ") x_transpose is " << x_transpose << "y_transpose is "
-          << y_transpose;
-    } else if (!x_transpose && y_transpose) {
-      CHECK_EQ(x_dims[x_dims.size() - 1], y_dims[y_dims.size() - 1])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << ") x_transpose is " << x_transpose << "y_transpose is "
-          << y_transpose;
-    } else if (x_transpose && !y_transpose) {
-      CHECK_EQ(x_dims[x_dims.size() - 2], y_dims[y_dims.size() - 2])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << ") x_transpose is " << x_transpose << "y_transpose is "
-          << y_transpose;
-    } else {
-      CHECK_EQ(x_dims[x_dims.size() - 2], y_dims[y_dims.size() - 1])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << ") x_transpose is " << x_transpose << "y_transpose is "
-          << y_transpose;
-    }
-
+    // or
+    // x: [M, K], y: [B, ..., K, N], out: [B, ..., M, N]
+    // x: [M, K], y: [B, K, N], out: [B, M, N]
     int lda, ldb, ldc;
     if (!x_transpose) {
       m_ = x_dims[x_dims.size() - 2];
@@ -96,11 +77,7 @@ void MatMulCompute::Run() {
     int y_inner = y_dims[y_dims.size() - 2] * y_dims[y_dims.size() - 1];
     int out_inner = o_dims[o_dims.size() - 2] * o_dims[o_dims.size() - 1];
 
-    float* x_data_trans = nullptr;
-    if (x_transpose) {
-      x_data_trans = static_cast<float*>(malloc(sizeof(float) * x_inner));
-    }
-    if (y_dims.size() > 2) {
+    if (x_dims.size() > 2 && y_dims.size() > 2) {
       for (size_t i = 0; i < x_dims.count(0, x_dims.size() - 2); ++i) {
         lite::arm::math::sgemm(x_transpose,
                                y_transpose,
@@ -120,7 +97,7 @@ void MatMulCompute::Run() {
                                act_param,
                                &ctx);
       }
-    } else {
+    } else if (x_dims.size() > 2 && y_dims.size() == 2) {
       for (size_t i = 0; i < x_dims.count(0, x_dims.size() - 2); ++i) {
         lite::arm::math::sgemm(x_transpose,
                                y_transpose,
@@ -140,34 +117,29 @@ void MatMulCompute::Run() {
                                act_param,
                                &ctx);
       }
-    }
-    if (x_data_trans) {
-      free(x_data_trans);
+    } else if (x_dims.size() == 2 && y_dims.size() > 2) {
+      for (size_t i = 0; i < y_dims.count(0, y_dims.size() - 2); ++i) {
+        lite::arm::math::sgemm(x_transpose,
+                               y_transpose,
+                               m_,
+                               n_,
+                               k_,
+                               alpha,
+                               x_data,
+                               lda,
+                               y_data + i * y_inner,
+                               ldb,
+                               0.f,
+                               o_data + i * out_inner,
+                               ldc,
+                               nullptr,
+                               false,
+                               act_param,
+                               &ctx);
+      }
     }
   } else if (x_dims.size() == 2 && y_dims.size() == 2) {
     // x: [M, K], y: [K, N], out: [M, N]
-    if (!x_transpose && !y_transpose) {
-      CHECK_EQ(x_dims[1], y_dims[0])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << "), x_transpose is " << x_transpose << ", y_transpose is "
-          << y_transpose;
-    } else if (!x_transpose && y_transpose) {
-      CHECK_EQ(x_dims[1], y_dims[1])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << "), x_transpose is " << x_transpose << ", y_transpose is "
-          << y_transpose;
-    } else if (x_transpose && !y_transpose) {
-      CHECK_EQ(x_dims[0], y_dims[0])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << "), x_transpose is " << x_transpose << ", y_transpose is "
-          << y_transpose;
-    } else {
-      CHECK_EQ(x_dims[0], y_dims[1])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << "), x_transpose is " << x_transpose << ", y_transpose is "
-          << y_transpose;
-    }
-
     int lda, ldb, ldc;
     if (!x_transpose) {
       m_ = x_dims[0];
diff --git a/lite/operators/matmul_op.cc b/lite/operators/matmul_op.cc
index 1cdcdfa16760385db059a4894e35d04bda51a85d..04a0fc97d77a181e45e3e829010934e22381ae12 100644
--- a/lite/operators/matmul_op.cc
+++ b/lite/operators/matmul_op.cc
@@ -24,19 +24,12 @@ bool MatMulOpLite::CheckShape() const {
   CHECK_OR_FALSE(param_.Y);
   CHECK_OR_FALSE(param_.Out);
 
-  return true;
-}
-
-bool MatMulOpLite::InferShapeImpl() const {
   const auto x_dims = param_.X->dims();
   const auto y_dims = param_.Y->dims();
   bool x_transpose = param_.transpose_X;
   bool y_transpose = param_.transpose_Y;
-  std::vector<int64_t> dim_out_vec;
 
-  if (x_dims.size() > 2 && y_dims.size() >= 2) {
-    // x: [B, ..., M, K], y: [B, ..., K, N], out: [B, ..., M, N]
-    // x: [B, M, K], y: [K, N], out: [B, M, N]
+  if (x_dims.size() > 1 && y_dims.size() > 1) {
     if (!x_transpose && !y_transpose) {
       CHECK_EQ(x_dims[x_dims.size() - 1], y_dims[y_dims.size() - 2])
           << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
@@ -54,48 +47,49 @@ bool MatMulOpLite::InferShapeImpl() const {
           << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
           << ")";
     }
+  } else if (x_dims.size() > 2 && y_dims.size() == 1) {
+    CHECK_EQ(x_dims[x_dims.size() - 1], y_dims[0])
+        << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
+        << ")";
+  }
+  return true;
+}
 
-    dim_out_vec.resize(x_dims.size());
-    for (size_t i = 0; i < x_dims.size() - 2; ++i) {
-      dim_out_vec[i] = x_dims[i];
+bool MatMulOpLite::InferShapeImpl() const {
+  const auto x_dims = param_.X->dims();
+  const auto y_dims = param_.Y->dims();
+  bool x_transpose = param_.transpose_X;
+  bool y_transpose = param_.transpose_Y;
+  std::vector<int64_t> dim_out_vec;
+
+  if ((x_dims.size() >= 2 && y_dims.size() >= 2) &&
+      (x_dims.size() != 2 || y_dims.size() != 2)) {
+    // x: [B, ..., M, K], y: [B, ..., K, N], out: [B, ..., M, N]
+    // x: [B, M, K], y: [K, N], out: [B, M, N]
+    // or
+    // x: [M, K], y: [B, ..., K, N], out: [B, ..., M, N]
+    // x: [M, K], y: [B, K, N], out: [B, M, N]
+    DDim dims = x_dims.size() >= y_dims.size() ? x_dims : y_dims;
+    dim_out_vec.resize(dims.size());
+    for (size_t i = 0; i < dims.size() - 2; ++i) {
+      dim_out_vec[i] = dims[i];
     }
     if (!x_transpose && !y_transpose) {
-      dim_out_vec[x_dims.size() - 2] = x_dims[x_dims.size() - 2];
-      dim_out_vec[x_dims.size() - 1] = y_dims[y_dims.size() - 1];
+      dim_out_vec[dims.size() - 2] = x_dims[x_dims.size() - 2];
+      dim_out_vec[dims.size() - 1] = y_dims[y_dims.size() - 1];
     } else if (!x_transpose && y_transpose) {
-      dim_out_vec[x_dims.size() - 2] = x_dims[x_dims.size() - 2];
-      dim_out_vec[x_dims.size() - 1] = y_dims[y_dims.size() - 2];
+      dim_out_vec[dims.size() - 2] = x_dims[x_dims.size() - 2];
+      dim_out_vec[dims.size() - 1] = y_dims[y_dims.size() - 2];
     } else if (x_transpose && !y_transpose) {
-      dim_out_vec[x_dims.size() - 2] = x_dims[x_dims.size() - 1];
-      dim_out_vec[x_dims.size() - 1] = y_dims[y_dims.size() - 1];
+      dim_out_vec[dims.size() - 2] = x_dims[x_dims.size() - 1];
+      dim_out_vec[dims.size() - 1] = y_dims[y_dims.size() - 1];
     } else {
-      dim_out_vec[x_dims.size() - 2] = x_dims[x_dims.size() - 1];
-      dim_out_vec[x_dims.size() - 1] = y_dims[y_dims.size() - 2];
+      dim_out_vec[dims.size() - 2] = x_dims[x_dims.size() - 1];
+      dim_out_vec[dims.size() - 1] = y_dims[y_dims.size() - 2];
     }
   } else if (x_dims.size() == 2 && y_dims.size() == 2) {
     // x: [M, K], y: [K, N], out: [M, N]
     // x: [M, K], y: [K, N], out: [M, N]
-    if (!x_transpose && !y_transpose) {
-      CHECK_EQ(x_dims[1], y_dims[0])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << "), x_transpose is " << x_transpose << ", y_transpose is "
-          << y_transpose;
-    } else if (!x_transpose && y_transpose) {
-      CHECK_EQ(x_dims[1], y_dims[1])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << "), x_transpose is " << x_transpose << ", y_transpose is "
-          << y_transpose;
-    } else if (x_transpose && !y_transpose) {
-      CHECK_EQ(x_dims[0], y_dims[0])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << "), x_transpose is " << x_transpose << ", y_transpose is "
-          << y_transpose;
-    } else {
-      CHECK_EQ(x_dims[0], y_dims[1])
-          << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-          << "), x_transpose is " << x_transpose << ", y_transpose is "
-          << y_transpose;
-    }
     dim_out_vec.resize(x_dims.size());
     if (x_transpose) {
       dim_out_vec[0] = x_dims[1];
@@ -109,9 +103,6 @@ bool MatMulOpLite::InferShapeImpl() const {
     }
   } else if (x_dims.size() > 2 && y_dims.size() == 1) {
     // x: [B, M, K], y: [K], out: [B, M]
-    CHECK_EQ(x_dims[x_dims.size() - 1], y_dims[0])
-        << "not supported x_dims(" << x_dims << ") and y_dims(" << y_dims
-        << ")";
     dim_out_vec.resize(x_dims.size() - 1);
     for (size_t i = 0; i < dim_out_vec.size(); ++i) {
       dim_out_vec[i] = x_dims[i];