diff --git a/tests/models/timm_backbone/test_modeling_timm_backbone.py b/tests/models/timm_backbone/test_modeling_timm_backbone.py
index 296a38c176ef..9701e9d68290 100644
--- a/tests/models/timm_backbone/test_modeling_timm_backbone.py
+++ b/tests/models/timm_backbone/test_modeling_timm_backbone.py
@@ -118,8 +118,8 @@ def test_config(self):
     @is_flaky(
         description="`TimmBackbone` has no `_init_weights`. Timm's way of weight init. seems to give larger magnitude in the intermediate values during `forward`."
     )
-    def test_batching_equivalence(self):
-        super().test_batching_equivalence()
+    def test_batching_equivalence(self, atol=1e-4, rtol=1e-4):
+        super().test_batching_equivalence(atol=atol, rtol=rtol)
 
     def test_timm_transformer_backbone_equivalence(self):
         timm_checkpoint = "resnet18"
diff --git a/tests/test_modeling_common.py b/tests/test_modeling_common.py
index 1d52e8281449..bd56df3abc0d 100755
--- a/tests/test_modeling_common.py
+++ b/tests/test_modeling_common.py
@@ -768,7 +768,7 @@ def check_determinism(first, second):
             else:
                 check_determinism(first, second)
 
-    def test_batching_equivalence(self):
+    def test_batching_equivalence(self, atol=1e-5, rtol=1e-5):
         """
         Tests that the model supports batching and that the output is the nearly the same for the same input in
         different batch sizes.
@@ -812,7 +812,7 @@ def recursive_check(batched_object, single_row_object, model_name, key):
                     torch.isinf(single_row_object).any(), f"Single row output has `inf` in {model_name} for key={key}"
                 )
                 try:
-                    torch.testing.assert_close(batched_row, single_row_object, atol=1e-5, rtol=1e-5)
+                    torch.testing.assert_close(batched_row, single_row_object, atol=atol, rtol=rtol)
                 except AssertionError as e:
                     msg = f"Batched and Single row outputs are not equal in {model_name} for key={key}.\n\n"
                     msg += str(e)