Update EasyOpticalCharacterRecognition.py

EasyOpticalCharacterRecognition.py

@@ -5,7 +5,6 @@ from tensorflow.keras.models import load_model
 from tensorflow.keras.preprocessing.image import img_to_array
 import pickle
 import os
-from google.colab import drive
 
 # === Load model and label encoder ===
 model_path = 'MobileNetBest_Model.h5'
@@ -14,15 +13,6 @@ pkl_path = 'MobileNet_Label_Encoder.pkl'
 model = load_model(model_path)
 print("✅ Model loaded.")
 
-if os.path.exists(pkl_path):
-    with open(pkl_path, 'rb') as f:
-        label_map = pickle.load(f)
-        index_to_label = {v: k for k, v in label_map.items()}
-    print("✅ Label encoder loaded.")
-else:
-    index_to_label = {0: "Handwritten", 1: "Computerized"}
-    print("⚠️ Label encoder not found, using default mapping.")
-
 # === Classification function ===
 def classify_text_region(region_img):
     try:
@@ -73,6 +63,4 @@ def AnnotatedTextDetection_EasyOCR_from_array(img):
 def process_image(input_image):
     img = cv2.cvtColor(input_image, cv2.COLOR_RGB2BGR)
     result_img, text_result = AnnotatedTextDetection_EasyOCR_from_array(img)
-    return result_img, text_result
-
-
+    return result_img, text_result