diff --git a/clipinterrogator.py b/clipinterrogator.py
index b8c554b..5e78397 100644
--- a/clipinterrogator.py
+++ b/clipinterrogator.py
@@ -58,6 +58,7 @@ class ClipInterrogator(Interrogator):
             model_name = "ViT-H-14/laion2b_s32b_b79k"
         else:
             model_name = "ViT-L-14/openai"
+        print(f"Loading CLIP model from {model_name}")
         self.append_artist = append_artist
         self.append_medium = append_medium
         self.append_movement = append_movement
diff --git a/scripts/main.py b/scripts/main.py
index 72e8aee..41afc10 100644
--- a/scripts/main.py
+++ b/scripts/main.py
@@ -30,6 +30,7 @@ def on_ui_tabs():
                     sp_caption_clip = gr.Checkbox(label="Add CLIP results to Caption")
                     sp_clip_use_v2 = gr.Checkbox(label="Use v2 CLIP Model", value=True)
                     sp_clip_append_flavor = gr.Checkbox(label="Append Flavor tags from CLIP")
+                    sp_clip_max_flavors = gr.Number(label="Max flavors to append.", value=4)
                     sp_clip_append_medium = gr.Checkbox(label="Append Medium tags from CLIP")
                     sp_clip_append_movement = gr.Checkbox(label="Append Movement tags from CLIP")
                     sp_clip_append_artist = gr.Checkbox(label="Append Artist tags from CLIP")
@@ -91,6 +92,7 @@ def on_ui_tabs():
                 sp_caption_clip,
                 sp_clip_use_v2,
                 sp_clip_append_flavor,
+                sp_clip_max_flavors,
                 sp_clip_append_medium,
                 sp_clip_append_movement,
                 sp_clip_append_artist,
diff --git a/smartprocess.py b/smartprocess.py
index 5a7c510..047c5a6 100644
--- a/smartprocess.py
+++ b/smartprocess.py
@@ -11,6 +11,7 @@ import modules.codeformer_model
 import modules.gfpgan_model
 import reallysafe
 from clipcrop import CropClip
+from extensions.sd_dreambooth_extension.dreambooth.utils import list_features, is_image
 from extensions.sd_smartprocess.clipinterrogator import ClipInterrogator
 from extensions.sd_smartprocess.interrogator import WaifuDiffusionInterrogator, BooruInterrogator
 from modules import shared, images, safe
@@ -38,6 +39,7 @@ def preprocess(rename,
                caption_clip,
                clip_use_v2,
                clip_append_flavor,
+               clip_max_flavors,
                clip_append_medium,
                clip_append_movement,
                clip_append_artist,
@@ -124,7 +126,7 @@ def preprocess(rename,
             out_tags = []
             if clip_interrogator is not None:
                 if caption_clip:
-                    tags = clip_interrogator.interrogate(img)
+                    tags = clip_interrogator.interrogate(img, max_flavors=clip_max_flavors)
                     for tag in tags:
                         #print(f"CLIPTag: {tag}")
                         out_tags.append(tag)
@@ -206,6 +208,7 @@ def preprocess(rename,
         image_index = 0
 
         # Enumerate images
+        pil_features = list_features()
         for index, src_image in enumerate(tqdm.tqdm(files)):
             # Quit on cancel
             if shared.state.interrupted:
@@ -213,6 +216,9 @@ def preprocess(rename,
                 return msg, msg
 
             filename = os.path.join(src, src_image)
+            if not is_image(filename):
+                continue
+
             try:
                 img = Image.open(filename).convert("RGB")
             except Exception as e: