diff --git a/app.py b/app.py
index 0e68017..1e1ee5b 100644
--- a/app.py
+++ b/app.py
@@ -426,24 +426,6 @@ def predict():
 
         # Preprocess and extract
         img_rgb, gray_processed = preprocess_pipeline(filepath)
-        _, img_resized, _ = preprocess_image(filepath)
-
-        resized_filename = filename
-        resized_filepath = os.path.join(UPLOAD_RESIZE_FOLDER, resized_filename)
-        threshold_filename = filename
-        threshold_filepath = os.path.join(UPLOAD_THRESHOLD_FOLDER, threshold_filename)
-        try:
-            cv2.imwrite(resized_filepath, img_resized)
-            print(f"[PREDICT] ✓ Resized image saved: {resized_filepath}")
-        except Exception as save_err:
-            print(f"[PREDICT] ⚠️ Gagal menyimpan resized image: {save_err}")
-            resized_filepath = None
-        try:
-            cv2.imwrite(threshold_filepath, gray_processed)
-            print(f"[PREDICT] ✓ Threshold image saved: {threshold_filepath}")
-        except Exception as save_err:
-            print(f"[PREDICT] ⚠️ Gagal menyimpan threshold image: {save_err}")
-            threshold_filepath = None
         features = extractor.extract_all_features(img_rgb, gray_processed)
         features_scaled = scaler.transform([features])
 
@@ -536,10 +518,6 @@ def predict():
             'confidence': confidence,
             'features_table': features_table,
             'filepath': filepath,
-            'resized_filename': resized_filename if resized_filepath else None,
-            'resized_filepath': resized_filepath,
-            'threshold_filename': threshold_filename if threshold_filepath else None,
-            'threshold_filepath': threshold_filepath,
             'source': 'image_processing',
             'db_id': existing_db_id
         }
diff --git a/dataset/sick/FMD (1).jpeg b/dataset/sick/FMD (4).jpeg
similarity index 100%
rename from dataset/sick/FMD (1).jpeg
rename to dataset/sick/FMD (4).jpeg
diff --git a/dataset/sick/FMD (2).jpg b/dataset/sick/FMD (6).jpg
similarity index 100%
rename from dataset/sick/FMD (2).jpg
rename to dataset/sick/FMD (6).jpg
diff --git a/dataset/sick/air_liur_4.jpg b/dataset/sick/FMD(10).jpg
similarity index 100%
rename from dataset/sick/air_liur_4.jpg
rename to dataset/sick/FMD(10).jpg
diff --git a/dataset/sick/air_liur_5.jpg b/dataset/sick/FMD(11).jpg
similarity index 100%
rename from dataset/sick/air_liur_5.jpg
rename to dataset/sick/FMD(11).jpg
diff --git a/dataset/sick/air_liur_6.jpeg b/dataset/sick/FMD(12).jpeg
similarity index 100%
rename from dataset/sick/air_liur_6.jpeg
rename to dataset/sick/FMD(12).jpeg
diff --git a/dataset/sick/air_liur_7.jpg b/dataset/sick/FMD(13).jpg
similarity index 100%
rename from dataset/sick/air_liur_7.jpg
rename to dataset/sick/FMD(13).jpg
diff --git a/dataset/sick/air_liur_8.jpg b/dataset/sick/FMD(14).jpg
similarity index 100%
rename from dataset/sick/air_liur_8.jpg
rename to dataset/sick/FMD(14).jpg
diff --git a/dataset/sick/air_liur_9.jpg b/dataset/sick/FMD(15).jpg
similarity index 100%
rename from dataset/sick/air_liur_9.jpg
rename to dataset/sick/FMD(15).jpg
diff --git a/dataset/sick/air_liur_10.jpg b/dataset/sick/FMD(16).jpg
similarity index 100%
rename from dataset/sick/air_liur_10.jpg
rename to dataset/sick/FMD(16).jpg
diff --git a/dataset/sick/air_liur_11.jpg b/dataset/sick/FMD(17).jpg
similarity index 100%
rename from dataset/sick/air_liur_11.jpg
rename to dataset/sick/FMD(17).jpg
diff --git a/dataset/sick/air_liur_12.jpeg b/dataset/sick/FMD(18).jpeg
similarity index 100%
rename from dataset/sick/air_liur_12.jpeg
rename to dataset/sick/FMD(18).jpeg
diff --git a/dataset/sick/air_liur_13.jpeg b/dataset/sick/FMD(19).jpeg
similarity index 100%
rename from dataset/sick/air_liur_13.jpeg
rename to dataset/sick/FMD(19).jpeg
diff --git a/dataset/sick/air_liur_15.jpeg b/dataset/sick/FMD(20).jpeg
similarity index 100%
rename from dataset/sick/air_liur_15.jpeg
rename to dataset/sick/FMD(20).jpeg
diff --git a/dataset/sick/air_liur_16.jpg b/dataset/sick/FMD(21).jpg
similarity index 100%
rename from dataset/sick/air_liur_16.jpg
rename to dataset/sick/FMD(21).jpg
diff --git a/dataset/sick/air_liur_17.jpg b/dataset/sick/FMD(22).jpg
similarity index 100%
rename from dataset/sick/air_liur_17.jpg
rename to dataset/sick/FMD(22).jpg
diff --git a/dataset/sick/air_liur_18.jpg b/dataset/sick/FMD(23).jpg
similarity index 100%
rename from dataset/sick/air_liur_18.jpg
rename to dataset/sick/FMD(23).jpg
diff --git a/dataset/sick/air_liur_19.jpg b/dataset/sick/FMD(24).jpg
similarity index 100%
rename from dataset/sick/air_liur_19.jpg
rename to dataset/sick/FMD(24).jpg
diff --git a/dataset/sick/air_liur_20.jpg b/dataset/sick/FMD(25).jpg
similarity index 100%
rename from dataset/sick/air_liur_20.jpg
rename to dataset/sick/FMD(25).jpg
diff --git a/dataset/sick/air_liur_21.jpg b/dataset/sick/FMD(26).jpg
similarity index 100%
rename from dataset/sick/air_liur_21.jpg
rename to dataset/sick/FMD(26).jpg
diff --git a/dataset/sick/air_liur_22.jpeg b/dataset/sick/FMD(27).jpeg
similarity index 100%
rename from dataset/sick/air_liur_22.jpeg
rename to dataset/sick/FMD(27).jpeg
diff --git a/dataset/sick/air_liur_23.jpeg b/dataset/sick/FMD(28).jpeg
similarity index 100%
rename from dataset/sick/air_liur_23.jpeg
rename to dataset/sick/FMD(28).jpeg
diff --git a/dataset/sick/air_liur_24.jpeg b/dataset/sick/FMD(29).jpeg
similarity index 100%
rename from dataset/sick/air_liur_24.jpeg
rename to dataset/sick/FMD(29).jpeg
diff --git a/dataset/sick/air_liur_25.jpeg b/dataset/sick/FMD(30).jpeg
similarity index 100%
rename from dataset/sick/air_liur_25.jpeg
rename to dataset/sick/FMD(30).jpeg
diff --git a/dataset/sick/air_liur_1.jpg b/dataset/sick/FMD(7).jpg
similarity index 100%
rename from dataset/sick/air_liur_1.jpg
rename to dataset/sick/FMD(7).jpg
diff --git a/dataset/sick/air_liur_2.jpg b/dataset/sick/FMD(8).jpg
similarity index 100%
rename from dataset/sick/air_liur_2.jpg
rename to dataset/sick/FMD(8).jpg
diff --git a/dataset/sick/air_liur_3.jpg b/dataset/sick/FMD(9).jpg
similarity index 100%
rename from dataset/sick/air_liur_3.jpg
rename to dataset/sick/FMD(9).jpg
diff --git a/features/data_test.csv b/features/data_test.csv
index 14c97b2..e43d098 100644
--- a/features/data_test.csv
+++ b/features/data_test.csv
@@ -39,43 +39,43 @@ augmented_healthyf_84.jpg,normal,0,93.16162109375,92.97247314453125,91.071533203
 augmented_healthyf_86.jpg,normal,0,62.163818359375,60.66607666015625,57.3408203125,2870.882639685264,0.5185176013271808,0.7133148961490897,0.47937535084417293
 augmented_healthyf_92.jpg,normal,0,45.1497802734375,43.7578125,40.3544921875,3015.8092065221003,0.6623400179186877,0.724297305564558,0.6358015136255415
 augmented_healthyf_93.jpg,normal,0,25.890625,26.14093017578125,23.95086669921875,2002.1333583580838,0.8700844044728399,0.7985232348831732,0.8552726700380625
-FMD (1).jpg,defective,1,38.690185546875,16.45782470703125,14.77349853515625,291.66202623095415,0.7123095662053994,0.8979624627304895,0.6815295377313992
-FMD (3).jpeg,defective,1,106.60760498046875,93.19256591796875,65.94183349609375,2278.4660730599276,0.41932394015894986,0.852247540315271,0.3797525853141366
-FMD (5).jpg,defective,1,120.1085205078125,104.6903076171875,90.0108642578125,3316.622931582351,0.33647957464387734,0.7545235163447345,0.2840248002649335
-FMD (72).jpg,defective,1,99.4488525390625,92.3975830078125,88.88067626953125,5603.977495388249,0.29979155013456427,0.5373907250942883,0.2705668107919706
+FMD (4).jpeg,defective,1,65.62982177734375,58.34466552734375,47.6505126953125,5416.189029906841,0.5704264016190329,0.6044126113884224,0.5592342384266215
 FMD (84).jpg,defective,1,103.8223876953125,99.53070068359375,96.32183837890625,5387.468397453059,0.5696093341029717,0.7655570806920996,0.45808610005967715
-air_liur_10.jpg,defective,1,87.28472900390625,84.7305908203125,79.62518310546875,3036.718925029756,0.5610263814624229,0.8391179054462489,0.5011602343352132
-air_liur_23.jpeg,defective,1,91.90185546875,85.8876953125,53.71875,2609.2647124699783,0.4067278389766526,0.7811459667053974,0.3789938409784332
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diff --git a/features/data_train.csv b/features/data_train.csv
index 50183cf..64ba3d4 100644
--- a/features/data_train.csv
+++ b/features/data_train.csv
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diff --git a/features/dataset.csv b/features/dataset.csv
index f6d827f..f15d5b2 100644
--- a/features/dataset.csv
+++ b/features/dataset.csv
@@ -199,43 +199,43 @@ augmented_healthyf_96.jpg,normal,0,21.94464111328125,21.373291015625,19.84063720
 augmented_healthyf_97.jpg,normal,0,36.491943359375,33.32086181640625,30.06463623046875,1688.308745458099,0.6763421419531515,0.7388913879459263,0.6507251265924943
 augmented_healthyf_98.jpg,normal,0,46.63482666015625,47.3875732421875,47.49847412109375,3185.8878897909817,0.7460639390459082,0.7946420702541782,0.7282263669696493
 augmented_healthyf_99.jpg,normal,0,32.836181640625,32.9483642578125,32.52496337890625,3684.3812575664765,0.7857418079415851,0.662913150906498,0.7763909472036238
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diff --git a/templates/index.html b/templates/index.html
index adb4673..2942e98 100644
--- a/templates/index.html
+++ b/templates/index.html
@@ -28,7 +28,7 @@
 
         <!-- Main Features -->
         <div class="row g-4 mb-5 justify-content-center">
-            <div class="col-md-5">
+            <div class="col-md-5 mb-3">
                 <div class="card h-100 border-0 shadow">
                     <div class="card-body text-center p-4">
                         <div class="feature-icon bg-success text-white rounded-circle mb-3">
@@ -55,7 +55,7 @@
             </div>
         
         <!-- Cara Kerja -->
-        <div class="row mb-5">
+        <div class="row mb-5 mt-3">
             <div class="col-12">
                 <h2 class="text-center mb-4">Cara Kerja Sistem</h2>
                 <div class="row">
diff --git a/utils/helpers.py b/utils/helpers.py
index 3e9f94f..bd2f455 100644
--- a/utils/helpers.py
+++ b/utils/helpers.py
@@ -2,12 +2,38 @@ import os
 import joblib
 import numpy as np
 import pandas as pd
+import cv2
 from sklearn.model_selection import train_test_split
 from sklearn.preprocessing import StandardScaler, LabelEncoder
 import matplotlib.pyplot as plt
 from utils.preprocessing import preprocess_image, preprocess_pipeline
 from utils.feature_extraction import FeatureExtractor
 
+
+def _save_preprocessed_training_images(img_path, class_name, original_filename, img_resized, gray_processed,
+                                       resize_dir, threshold_dir):
+    """Save resized and thresholded training images for later inspection."""
+    os.makedirs(resize_dir, exist_ok=True)
+    os.makedirs(threshold_dir, exist_ok=True)
+
+    base_name, ext = os.path.splitext(original_filename)
+    safe_base = f"{class_name}_{base_name}" if class_name else base_name
+    safe_base = safe_base.replace(' ', '_')
+    ext = ext.lower() if ext else '.png'
+
+    resized_path = os.path.join(resize_dir, f"{safe_base}{ext}")
+    threshold_path = os.path.join(threshold_dir, f"{safe_base}{ext}")
+
+    try:
+        cv2.imwrite(resized_path, img_resized)
+    except Exception as e:
+        print(f"  ⚠️ Gagal menyimpan resized training image {img_path}: {e}")
+
+    try:
+        cv2.imwrite(threshold_path, gray_processed)
+    except Exception as e:
+        print(f"  ⚠️ Gagal menyimpan threshold training image {img_path}: {e}")
+
 def prepare_dataset(data_dir='dataset'):
     """
     Prepare dataset from directory structure using enhanced preprocessing pipeline
@@ -23,6 +49,9 @@ def prepare_dataset(data_dir='dataset'):
         'healthy': 'sehat',
         'sick': 'sakit'
     }
+
+    resize_dir = os.path.join('uploads', 'resize')
+    threshold_dir = os.path.join('uploads', 'threshold')
     
     for class_name, label in class_dirs.items():
         class_dir = os.path.join(data_dir, class_name)
@@ -34,9 +63,20 @@ def prepare_dataset(data_dir='dataset'):
                 if img_file.lower().endswith(('.jpg', '.jpeg', '.png', '.bmp')):
                     img_path = os.path.join(class_dir, img_file)
                     try:
+                        _, img_resized, _ = preprocess_image(img_path, target_size=(128, 128))
                         # Use threshold-based preprocessing pipeline
                         # Returns: img_rgb (for RGB features), gray_processed (for GLCM)
                         img_rgb, gray_eq = preprocess_pipeline(img_path, target_size=(128, 128))
+
+                        _save_preprocessed_training_images(
+                            img_path=img_path,
+                            class_name=class_name,
+                            original_filename=img_file,
+                            img_resized=img_resized,
+                            gray_processed=gray_eq,
+                            resize_dir=resize_dir,
+                            threshold_dir=threshold_dir,
+                        )
                         
                         # Extract features (RGB averages + GLCM dari preprocessing pipeline)
                         img_features = extractor.extract_all_features(img_rgb, gray_eq)