diff --git a/lib/Dialect/mhlo/transforms/legalize_to_linalg.cc b/lib/Dialect/mhlo/transforms/legalize_to_linalg.cc
index dd98fb4..aeffaea 100644
--- a/lib/Dialect/mhlo/transforms/legalize_to_linalg.cc
+++ b/lib/Dialect/mhlo/transforms/legalize_to_linalg.cc
@@ -841,7 +841,8 @@ void populateLHLOToLinalgConversionPattern(MLIRContext* context,
                    ReshapeOpConverter<lmhlo::ReshapeOp>,
                    ReverseConverter<lmhlo::ReverseOp>,
                    ScalarPointwiseToStandardConverter<lmhlo::AddOp>,
-                   SliceConverter
+                   SliceConverter,
+                   TransposeConverter<lmhlo::TransposeOp>
                   >(context);
   // clang-format on
 }
diff --git a/tests/lhlo-legalize-to-linalg.mlir b/tests/lhlo-legalize-to-linalg.mlir
index cdebf5b..136bee8 100644
--- a/tests/lhlo-legalize-to-linalg.mlir
+++ b/tests/lhlo-legalize-to-linalg.mlir
@@ -748,3 +748,16 @@ func @conv(%input: memref<3x5x5x3xf32>, %filter: memref<2x2x3x4xf32>, %output: m
   "lmhlo.copy"(%0, %output) : (memref<3x5x5x4xf32>, memref<3x5x5x4xf32>) -> ()
   "lmhlo.terminator"() : () -> ()
 }
+
+// -----
+
+// CHECK-DAG: #[[TRANSPOSE_INPUT_MAP:.*]] = affine_map<(d0, d1) -> (d1, d0)>
+// CHECK-DAG: #[[TRANSPOSE_OUTPUT_MAP:.*]] = affine_map<(d0, d1) -> (d0, d1)>
+// CHECK-LABEL: func @transpose
+func @transpose(%arg0: memref<2x2xf32>, %arg1: memref<2x2xf32>) {
+  "lmhlo.transpose"(%arg0, %arg1) {
+    permutation = dense<[1, 0]> : tensor<2xi64>
+  } : (memref<2x2xf32>, memref<2x2xf32>) -> ()
+  return
+}
+// CHECK: linalg.generic {{{.*}}indexing_maps = [#[[TRANSPOSE_INPUT_MAP]], #[[TRANSPOSE_OUTPUT_MAP]]]