diff --git a/tests/test_feature_extraction_common.py b/tests/test_feature_extraction_common.py
index d6420ad3c58..f226244fd0a 100644
--- a/tests/test_feature_extraction_common.py
+++ b/tests/test_feature_extraction_common.py
@@ -68,10 +68,15 @@ def prepare_image_inputs(feature_extract_tester, equal_resolution=False, numpify
             )
     else:
         image_inputs = []
+
+        # To avoid getting image width/height 0
+        min_resolution = feature_extract_tester.min_resolution
+        if getattr(feature_extract_tester, "size_divisor", None):
+            # If `size_divisor` is defined, the image needs to have width/size >= `size_divisor`
+            min_resolution = max(feature_extract_tester.size_divisor, min_resolution)
+
         for i in range(feature_extract_tester.batch_size):
-            width, height = np.random.choice(
-                np.arange(feature_extract_tester.min_resolution, feature_extract_tester.max_resolution), 2
-            )
+            width, height = np.random.choice(np.arange(min_resolution, feature_extract_tester.max_resolution), 2)
             image_inputs.append(
                 np.random.randint(255, size=(feature_extract_tester.num_channels, width, height), dtype=np.uint8)
             )