diff --git a/tests/python/contrib/test_arm_compute_lib/infrastructure.py b/tests/python/contrib/test_arm_compute_lib/infrastructure.py
index c54973d58a767..1db893cc99287 100644
--- a/tests/python/contrib/test_arm_compute_lib/infrastructure.py
+++ b/tests/python/contrib/test_arm_compute_lib/infrastructure.py
@@ -131,7 +131,7 @@ def build_module(mod, target, params=None, enable_acl=True, tvm_ops=0, acl_parti
 def build_and_run(mod, inputs, outputs, params, device, enable_acl=True, no_runs=1,
                   tvm_ops=0, acl_partitions=1, config=None):
     """Build and run the relay module."""
-    if not config:
+    if config is None:
         config = {}
 
     try:
@@ -177,12 +177,12 @@ def verify(answers, atol, rtol, verify_saturation=False, config=None):
             f"No results to compare: expected at least two, found {len(answers)}")
     for answer in zip_longest(*answers):
         for outs in combinations(answer, 2):
-            if verify_saturation:
-                assert np.count_nonzero(outs[0].asnumpy() == 255) < 0.25 * outs[0].asnumpy().size, \
-                    "Output is saturated: {}".format(outs[0])
-                assert np.count_nonzero(outs[0].asnumpy() == 0) < 0.25 * outs[0].asnumpy().size, \
-                    "Output is saturated: {}".format(outs[0])
             try:
+                if verify_saturation:
+                    assert np.count_nonzero(outs[0].asnumpy() == 255) < 0.25 * outs[0].asnumpy().size, \
+                        "Output is saturated: {}".format(outs[0])
+                    assert np.count_nonzero(outs[0].asnumpy() == 0) < 0.25 * outs[0].asnumpy().size, \
+                        "Output is saturated: {}".format(outs[0])
                 tvm.testing.assert_allclose(
                    outs[0].asnumpy(), outs[1].asnumpy(), rtol=rtol, atol=atol)
             except AssertionError as e:
diff --git a/tests/python/contrib/test_arm_compute_lib/test_pooling.py b/tests/python/contrib/test_arm_compute_lib/test_pooling.py
index b24b68ec2f23e..cb5305a52f87f 100644
--- a/tests/python/contrib/test_arm_compute_lib/test_pooling.py
+++ b/tests/python/contrib/test_arm_compute_lib/test_pooling.py
@@ -149,7 +149,7 @@ def test_pooling():
     pad = [(0, 0), (1, 1), (0, 1)]
     ceil_mode = [False, True]
     count_include_pad = [False, True]
-    input_shapes = [(8, 8, 16), (9, 9, 16)]
+    input_shapes = [(16, 16, 16), (15, 15, 16)]
     trials = generate_trials([typef, dtype, size, stride, pad, ceil_mode, count_include_pad, input_shapes], 3)
 
     for typef, (dtype, low, high, atol, rtol), size, stride, pad, ceil_mode, count_include_pad, \
@@ -178,12 +178,13 @@ def test_pooling():
             "ceil_mode": ceil_mode,
             "count_include_pad": count_include_pad
         }
+        verify_saturation = True if dtype == "uint8" else False
 
         for acl in [False, True]:
             outputs.append(build_and_run(func, inputs, 1, None, device,
                                          enable_acl=acl, config=config)[0])
 
-        verify(outputs, atol=atol, rtol=rtol, config=config)
+        verify(outputs, atol=atol, rtol=rtol, config=config, verify_saturation=verify_saturation)
 
 
 def test_global_pooling():
@@ -212,11 +213,13 @@ def test_global_pooling():
             "pooling type": typef,
             "dtype": dtype,
         }
+        verify_saturation = True if dtype == "uint8" else False
 
         for acl in [False, True]:
             outputs.append(build_and_run(func, inputs, 1, None, device,
                                          enable_acl=acl, config=config)[0])
-        verify(outputs, atol=atol, rtol=rtol, config=config, verify_saturation=True)
+
+        verify(outputs, atol=atol, rtol=rtol, config=config, verify_saturation=verify_saturation)
 
 
 def test_codegen_pooling():