diff --git a/src/tir/transforms/lower_match_buffer.cc b/src/tir/transforms/lower_match_buffer.cc
index 2f8fbe0ea6e7..b48749c4c77c 100644
--- a/src/tir/transforms/lower_match_buffer.cc
+++ b/src/tir/transforms/lower_match_buffer.cc
@@ -188,25 +188,25 @@ class MatchBufferLower : public StmtExprMutator {
       Load load = Downcast<Load>(source_buffer.vload(indices, source_buffer->dtype));
       Bind(buffer->elem_offset, load->index, buffer->name + ".elem_offset");
       CHECK(analyzer_.CanProve(truncmod(buffer->elem_offset, buffer->offset_factor) == 0))
-          << "The source elem_offset " << buffer->elem_offset
-          << " does not satisfy the offset_factor " << buffer->offset_factor << ".";
+          << "The source elem_offset " << load->index << " does not satisfy the offset_factor "
+          << buffer->offset_factor << ".";
     }
 
     // Step 2.3. Check and update strides
     // Check if target buffer strides are defined
+    ICHECK(source->region.size() >= buffer->shape.size());
+    int offset = source->region.size() - buffer->shape.size();
     if (!buffer->strides.empty()) {
       ICHECK_EQ(buffer->strides.size(), buffer->shape.size());
       PrimExpr stride = make_const(DataType::Int(32), 1);
       for (size_t i = buffer->shape.size(); i > 0; --i) {
-        const PrimExpr& shape = source_buffer->shape[i - 1];
+        const PrimExpr& shape = source_buffer->shape[i - 1 + offset];
         Bind(buffer->strides[i - 1], stride, buffer->name + ".strides_" + std::to_string(i - 1));
         stride *= shape;
       }
     }
 
     // Step 2.4. Check and update shape
-    ICHECK(source->region.size() >= buffer->shape.size());
-    size_t offset = source->region.size() - buffer->shape.size();
     for (size_t i = 0; i < buffer->shape.size(); ++i) {
       const Range& range = source->region[i + offset];
       Bind(buffer->shape[i], range->extent, buffer->name + ".shape_" + std::to_string(i));
diff --git a/tests/python/unittest/test_tir_lower_match_buffer.py b/tests/python/unittest/test_tir_lower_match_buffer.py
index 78a8c5117849..efb2073e0862 100644
--- a/tests/python/unittest/test_tir_lower_match_buffer.py
+++ b/tests/python/unittest/test_tir_lower_match_buffer.py
@@ -156,6 +156,54 @@ def transformed_opaque_access(a: ty.handle, b: ty.handle) -> None:
             )
 
 
+@tvm.script.tir
+def high_dim_opaque_access(a: ty.handle) -> None:
+    A = tir.match_buffer(a, (16, 32, 64))
+    for i, j, k in tir.grid(16, 2, 4):
+        with tir.block([]):
+            As_0 = tir.var("int32")
+            As_1 = tir.var("int32")
+            tir.reads([])
+            tir.writes(A[i, j * 16 : j * 16 + 16, k * 16 : k * 16 + 16])
+            sub_A = tir.match_buffer(
+                A[i, j * 16 : j * 16 + 16, k * 16 : k * 16 + 16],
+                (16, 16),
+                strides=[As_0, As_1],
+                offset_factor=1,
+            )
+            tir.evaluate(
+                tir.intrin_test(
+                    sub_A.data,
+                    sub_A.elem_offset,
+                    sub_A.strides[0],
+                    sub_A.strides[1],
+                    sub_A.shape[0],
+                    sub_A.shape[1],
+                    dtype="handle",
+                )
+            )
+
+
+@tvm.script.tir
+def transformed_high_dim_opaque_access(a: ty.handle) -> None:
+    A = tir.match_buffer(a, (16, 32, 64))
+    for i, j, k in tir.grid(16, 2, 4):
+        with tir.block([]):
+            tir.reads([])
+            tir.writes(A[i, j * 16 : j * 16 + 16, k * 16 : k * 16 + 16])
+            tir.evaluate(
+                tir.intrin_test(
+                    A.data,
+                    i * 2048 + j * 1024 + k * 16,
+                    64,
+                    1,
+                    16,
+                    16,
+                    dtype="handle",
+                )
+            )
+
+
 @tvm.script.tir
 def recursive_match(a: ty.handle, b: ty.handle) -> None:
     A = tir.match_buffer(a, (64, 64, 64))
@@ -419,6 +467,10 @@ def test_opaque_access():
     _check(opaque_access, transformed_opaque_access)
 
 
+def test_high_dim_opaque_access():
+    _check(high_dim_opaque_access, transformed_high_dim_opaque_access)
+
+
 def test_recursive_match():
     _check(recursive_match, transformed_recursive_match)
 
@@ -447,6 +499,7 @@ def test_fail_match_func_param():
 if __name__ == "__main__":
     test_buffer_load_store()
     test_opaque_access()
+    test_high_dim_opaque_access()
     test_recursive_match()
     test_symbolic_match()
     test_rank0_buffer()