diff --git a/aaaaaa/helper.py b/aaaaaa/helper.py
index c9c50c9..ae19003 100644
--- a/aaaaaa/helper.py
+++ b/aaaaaa/helper.py
@@ -5,6 +5,8 @@ from copy import copy
 from typing import TYPE_CHECKING, Any, Union
 
 import torch
+from PIL import Image
+from typing_extensions import Protocol
 
 from modules import safe
 from modules.shared import opts
@@ -57,3 +59,7 @@ def preserve_prompts(p: PT):
 
 def copy_extra_params(extra_params: dict[str, Any]) -> dict[str, Any]:
     return {k: v for k, v in extra_params.items() if not callable(v)}
+
+
+class PPImage(Protocol):
+    image: Image.Image
diff --git a/scripts/!adetailer.py b/scripts/!adetailer.py
index b203e3e..52141e5 100644
--- a/scripts/!adetailer.py
+++ b/scripts/!adetailer.py
@@ -18,6 +18,7 @@ from rich import print
 import modules
 from aaaaaa.conditional import create_binary_mask, schedulers
 from aaaaaa.helper import (
+    PPImage,
     change_torch_load,
     copy_extra_params,
     pause_total_tqdm,
@@ -744,6 +745,25 @@ class AfterDetailerScript(scripts.Script):
 
         return optimal_resolution
 
+    def fix_p2(
+        self, p, p2, pp: PPImage, args: ADetailerArgs, pred: PredictOutput, j: int
+    ):
+        seed, subseed = self.get_seed(p)
+        p2.seed = self.get_each_tab_seed(seed, j)
+        p2.subseed = self.get_each_tab_seed(subseed, j)
+        p2.denoising_strength = self.get_dynamic_denoise_strength(
+            p2.denoising_strength, pred.bboxes[j], pp.image.size
+        )
+
+        p2.cached_c = [None, None]
+        p2.cached_uc = [None, None]
+
+        # Don't override user-defined dimensions.
+        if not args.ad_use_inpaint_width_height:
+            p2.width, p2.height = self.get_optimal_crop_image_size(
+                p2.width, p2.height, pred.bboxes[j]
+            )
+
     @rich_traceback
     def process(self, p, *args_):
         if getattr(p, "_ad_disabled", False):
@@ -779,7 +799,7 @@ class AfterDetailerScript(scripts.Script):
         p.extra_generation_params.update(extra_params)
 
     def _postprocess_image_inner(
-        self, p, pp, args: ADetailerArgs, *, n: int = 0
+        self, p, pp: PPImage, args: ADetailerArgs, *, n: int = 0
     ) -> bool:
         """
         Returns
@@ -794,23 +814,22 @@ class AfterDetailerScript(scripts.Script):
         i = get_i(p)
 
         i2i = self.get_i2i_p(p, args, pp.image)
-        seed, subseed = self.get_seed(p)
         ad_prompts, ad_negatives = self.get_prompt(p, args)
 
         is_mediapipe = args.is_mediapipe()
 
-        kwargs = {}
         if is_mediapipe:
-            predictor = mediapipe_predict
-            ad_model = args.ad_model
-        else:
-            predictor = ultralytics_predict
-            ad_model = self.get_ad_model(args.ad_model)
-            kwargs["device"] = self.ultralytics_device
-            kwargs["classes"] = args.ad_model_classes
+            pred = mediapipe_predict(args.ad_model, pp.image, args.ad_confidence)
 
-        with change_torch_load():
-            pred = predictor(ad_model, pp.image, args.ad_confidence, **kwargs)
+        else:
+            with change_torch_load():
+                pred = ultralytics_predict(
+                    args.ad_model,
+                    image=pp.image,
+                    confidence=args.ad_confidence,
+                    device=self.ultralytics_device,
+                    classes=args.ad_model_classes,
+                )
 
         if pred.preview is None:
             print(
@@ -844,20 +863,7 @@ class AfterDetailerScript(scripts.Script):
             if re.match(r"^\s*\[SKIP\]\s*$", p2.prompt):
                 continue
 
-            p2.seed = self.get_each_tab_seed(seed, j)
-            p2.subseed = self.get_each_tab_seed(subseed, j)
-            p2.denoising_strength = self.get_dynamic_denoise_strength(
-                p2.denoising_strength, pred.bboxes[j], pp.image.size
-            )
-
-            p2.cached_c = [None, None]
-            p2.cached_uc = [None, None]
-
-            # Don't override user-defined dimensions.
-            if not args.ad_use_inpaint_width_height:
-                p2.width, p2.height = self.get_optimal_crop_image_size(
-                    p2.width, p2.height, pred.bboxes[j]
-                )
+            self.fix_p2(p, p2, pp, args, pred, j)
 
             try:
                 processed = process_images(p2)
@@ -870,6 +876,11 @@ class AfterDetailerScript(scripts.Script):
 
             self.compare_prompt(p.extra_generation_params, processed, n=n)
             p2 = copy(i2i)
+
+            if not processed.images:
+                processed = None
+                break
+
             p2.init_images = [processed.images[0]]
 
         if processed is not None:
@@ -879,7 +890,7 @@ class AfterDetailerScript(scripts.Script):
         return False
 
     @rich_traceback
-    def postprocess_image(self, p, pp, *args_):
+    def postprocess_image(self, p, pp: PPImage, *args_):
         if getattr(p, "_ad_disabled", False) or not self.is_ad_enabled(*args_):
             return