diff --git a/image_classifier/image_classifier.py b/image_classifier/image_classifier.py
index 8c3d120..6f404f0 100755
--- a/image_classifier/image_classifier.py
+++ b/image_classifier/image_classifier.py
@@ -79,7 +79,7 @@ class image_classifier:
             with os.scandir(self.faces_directory) as faces_items:
                 for entry in faces_items:
                     if not entry.name.startswith('.') and entry.is_file():
-                        self._log.debug(f"Detecting people in known faces '{entry.name}'...")
+                        self._log.debug(f"Detecting known person in file '{entry.name}'...")
                         person = dict()
                         person['filename'] = face_recognition.load_image_file(self.faces_directory + os.sep + entry.name)
                         person['name'] = os.path.splitext(self.faces_directory + os.sep + entry.name)[0]
@@ -89,12 +89,15 @@ class image_classifier:
 
     def find_faces(self, file):
         ''' Find faces in an image/video file '''
-        image = face_recognition.load_image_file(file)
-        encodings = face_recognition.face_encodings(image)
         names = list()
-        for known_person in self.known_people:
-            if known_person['encoding'] in encodings:
-                names.append(known_person['name'])
+        try:
+            image = face_recognition.load_image_file(file)
+            encodings = face_recognition.face_encodings(image)
+            for known_person in self.known_people:
+                if known_person['encoding'] in encodings:
+                    names.append(known_person['name'])
+        except PIL.UnidentifiedImageError as error:
+            self._log.debug(f"File '{file}' don't seem to be an image.")
         return names
 
     def _init_log(self):