diff --git a/backends/arm/operator_support/pool_2d_support.py b/backends/arm/operator_support/pool_2d_support.py
index 7aa35a721b6..c1dd143a4fc 100644
--- a/backends/arm/operator_support/pool_2d_support.py
+++ b/backends/arm/operator_support/pool_2d_support.py
@@ -26,8 +26,8 @@ def stride_check(strides: tuple[int, int]) -> bool:
 
 
 def dim_check(shape=torch.Size) -> bool:
-    check = shape[0] == 1
-    for dim in shape:
+    check = True
+    for dim in shape[1:]:
         check &= 1 <= dim <= 65536
     return check
 
@@ -59,7 +59,7 @@ def is_node_tosa_supported(self, node: fx.Node, tosa_spec: TosaSpecification):
             if not kernel_check(kernel):
                 return False
 
-        return dim_check(shape) and stride_check(stride)
+        return dim_check(shape) and shape[0] == 1 and stride_check(stride)
 
 
 @register_tosa_support_check
diff --git a/backends/arm/test/ops/test_max_pool.py b/backends/arm/test/ops/test_max_pool.py
index 6d6e0b8be5c..a31c12be3a0 100644
--- a/backends/arm/test/ops/test_max_pool.py
+++ b/backends/arm/test/ops/test_max_pool.py
@@ -1,6 +1,6 @@
 # Copyright (c) Meta Platforms, Inc. and affiliates.
-# Copyright 2024-2025 Arm Limited and/or its affiliates.
 # All rights reserved.
+# Copyright 2024-2025 Arm Limited and/or its affiliates.
 #
 # This source code is licensed under the BSD-style license found in the
 # LICENSE file in the root directory of this source tree.
@@ -232,8 +232,24 @@ def test_maxpool2d_tosa_u85_BI_mult_batches(
         if conftest.is_option_enabled("corstone_fvp"):
             tester.run_method_and_compare_outputs(qtol=1, inputs=(test_data,))
 
+    @parameterized.expand(test_data_suite_mult_batches)
+    @pytest.mark.corstone_fvp
+    @conftest.expectedFailureOnFVP  # TODO: MLETORCH-433
+    def test_maxpool2d_tosa_u55_BI_mult_batches(
+        self,
+        test_name: str,
+        test_data: torch.Tensor,
+        model_params: int | Tuple[int, int],
+    ):
+        tester = self._test_maxpool2d_tosa_ethos_BI_pipeline(
+            self.MaxPool2d(*model_params),
+            common.get_u55_compile_spec(),
+            (test_data,),
+        )
+        if conftest.is_option_enabled("corstone_fvp"):
+            tester.run_method_and_compare_outputs(qtol=1, inputs=(test_data,))
+
     reject_data_suite = [
-        (MaxPool2d(1, 1, 0), torch.rand(2, 5, 5, 5)),
         (MaxPool2d(1, 4, 0), torch.rand(1, 10, 10, 10)),
         (MaxPool2d((1, 257), 1, 0), torch.rand(1, 16, 5, 300)),
         (MaxPool2d((800, 90), 1, 0), torch.rand(1, 16, 850, 100)),