diff --git a/mlir/lib/Dialect/Vector/IR/VectorOps.cpp b/mlir/lib/Dialect/Vector/IR/VectorOps.cpp
--- a/mlir/lib/Dialect/Vector/IR/VectorOps.cpp
+++ b/mlir/lib/Dialect/Vector/IR/VectorOps.cpp
@@ -4193,11 +4193,33 @@
   }
 };
 
+// Folds transpose(broadcast(<scalar>)) into brodcast(<scalar>).
+struct FoldTransposedScalarBroadcast final
+    : public OpRewritePattern<vector::TransposeOp> {
+  using OpRewritePattern::OpRewritePattern;
+
+  LogicalResult matchAndRewrite(vector::TransposeOp transposeOp,
+                                PatternRewriter &rewriter) const override {
+    auto bcastOp = transposeOp.getVector().getDefiningOp<vector::BroadcastOp>();
+    if (!bcastOp)
+      return failure();
+
+    auto srcVectorType = bcastOp.getSourceType().dyn_cast<VectorType>();
+    if (!srcVectorType || srcVectorType.getNumElements() == 1) {
+      rewriter.replaceOpWithNewOp<vector::BroadcastOp>(
+          transposeOp, transposeOp.getResultType(), bcastOp.getSource());
+      return success();
+    }
+
+    return failure();
+  }
+};
+
 } // namespace
 
 void vector::TransposeOp::getCanonicalizationPatterns(
     RewritePatternSet &results, MLIRContext *context) {
-  results.add<TransposeFolder>(context);
+  results.add<FoldTransposedScalarBroadcast, TransposeFolder>(context);
 }
 
 void vector::TransposeOp::getTransp(SmallVectorImpl<int64_t> &results) {
diff --git a/mlir/test/Dialect/Vector/canonicalize.mlir b/mlir/test/Dialect/Vector/canonicalize.mlir
--- a/mlir/test/Dialect/Vector/canonicalize.mlir
+++ b/mlir/test/Dialect/Vector/canonicalize.mlir
@@ -1304,3 +1304,27 @@
   %shuffle = vector.shuffle %v0, %v1 [3, 2, 5, 1] : vector<3xi32>, vector<3xi32>
   return %shuffle : vector<4xi32>
 }
+
+// -----
+
+// CHECK-LABEL: func @transpose_scalar_broadcast1
+//  CHECK-SAME: (%[[ARG:.+]]: vector<1xf32>)
+//       CHECK:   %[[V:.+]] = vector.broadcast %[[ARG]] : vector<1xf32> to vector<1x8xf32>
+//       CHECK:   return %[[V]] : vector<1x8xf32>
+func @transpose_scalar_broadcast1(%value: vector<1xf32>) -> vector<1x8xf32> {
+  %bcast = vector.broadcast %value : vector<1xf32> to vector<8x1xf32>
+  %t = vector.transpose %bcast, [1, 0] : vector<8x1xf32> to vector<1x8xf32>
+  return %t : vector<1x8xf32>
+}
+
+// -----
+
+// CHECK-LABEL: func @transpose_scalar_broadcast2
+//  CHECK-SAME: (%[[ARG:.+]]: f32)
+//       CHECK:   %[[V:.+]] = vector.broadcast %[[ARG]] : f32 to vector<1x8xf32>
+//       CHECK:   return %[[V]] : vector<1x8xf32>
+func @transpose_scalar_broadcast2(%value: f32) -> vector<1x8xf32> {
+  %bcast = vector.broadcast %value : f32 to vector<8x1xf32>
+  %t = vector.transpose %bcast, [1, 0] : vector<8x1xf32> to vector<1x8xf32>
+  return %t : vector<1x8xf32>
+}