diff --git a/src/cleanvision/utils/viz_manager.py b/src/cleanvision/utils/viz_manager.py
index 5c2ca665..204df2a2 100644
--- a/src/cleanvision/utils/viz_manager.py
+++ b/src/cleanvision/utils/viz_manager.py
@@ -42,23 +42,25 @@ def plot_image_grid(
 ) -> None:
     nrows = math.ceil(len(images) / ncols)
     ncols = min(ncols, len(images))
+    
+    # Convert list of images to a 4D Numpy array
+    arr = np.array([np.array(image) for image in images])
+    
     fig, axes = plt.subplots(
         nrows, ncols, figsize=(cell_size[0] * ncols, cell_size[1] * nrows)
     )
-    if nrows > 1:
-        idx = 0
-        for i in range(nrows):
-            for j in range(ncols):
-                idx = i * ncols + j
-                if idx >= len(images):
-                    axes[i, j].axis("off")
-                    continue
-                set_image_on_axes(images[idx], axes[i, j], titles[idx])
-            if idx >= len(images):
-                break
-    elif ncols > 1:
-        for i in range(min(ncols, len(images))):
-            set_image_on_axes(images[i], axes[i], titles[i])
-    else:
-        set_image_on_axes(images[0], axes, titles[0])
+
+    # Create a 2D array of indices
+    idxs = np.arange(nrows * ncols).reshape(nrows, ncols)
+
+    # Set axes properties
+    for ax in axes.flatten():
+        ax.get_xaxis().set_visible(False)
+        ax.get_yaxis().set_visible(False)
+
+    # Set images on axes using advanced indexing
+    axes[idxs[:len(images) // ncols + 1, :len(images) % ncols]] = arr
+    for i, title in enumerate(titles):
+        axes.flat[i].set_title(title, fontsize=7)
+
     plt.show()