From cfadd5245a9f734cf498b4a78eb5637f9e6283c2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Kim=20Andr=C3=A9=20Bj=C3=B8rkede?= <kabjorked@uia.no>
Date: Thu, 23 Oct 2025 11:27:55 +0200
Subject: [PATCH 01/10] Update PyCharm run configuration and move project over
 to Git LFS

---
 .gitattributes                                |   3 +
 .idea/assignment_2_improved.iml               |   4 +-
 .../{Run_project.xml => Run_Project.xml}      |   6 +-
 .idea/workspace.xml                           |  25 +-
 f512418272.png                                | Bin 87227 -> 130 bytes
 icon.png                                      | Bin 1331 -> 0 bytes
 lena.jpg                                      | Bin 108134 -> 131 bytes
 main.py                                       | 217 ------------------
 src/icon.png                                  |   3 +
 9 files changed, 30 insertions(+), 228 deletions(-)
 create mode 100644 .gitattributes
 rename .idea/runConfigurations/{Run_project.xml => Run_Project.xml} (84%)
 delete mode 100644 icon.png
 delete mode 100644 main.py
 create mode 100644 src/icon.png

diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..b9b9c4d
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,3 @@
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
diff --git a/.idea/assignment_2_improved.iml b/.idea/assignment_2_improved.iml
index 9b772b7..e96f306 100644
--- a/.idea/assignment_2_improved.iml
+++ b/.idea/assignment_2_improved.iml
@@ -1,7 +1,9 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <module type="PYTHON_MODULE" version="4">
   <component name="NewModuleRootManager">
-    <content url="file://$MODULE_DIR$" />
+    <content url="file://$MODULE_DIR$">
+      <sourceFolder url="file://$MODULE_DIR$/src" isTestSource="false" />
+    </content>
     <orderEntry type="jdk" jdkName="ikt213" jdkType="Python SDK" />
     <orderEntry type="sourceFolder" forTests="false" />
   </component>
diff --git a/.idea/runConfigurations/Run_project.xml b/.idea/runConfigurations/Run_Project.xml
similarity index 84%
rename from .idea/runConfigurations/Run_project.xml
rename to .idea/runConfigurations/Run_Project.xml
index 7b2c8e5..140ddae 100644
--- a/.idea/runConfigurations/Run_project.xml
+++ b/.idea/runConfigurations/Run_Project.xml
@@ -1,5 +1,5 @@
 <component name="ProjectRunConfigurationManager">
-  <configuration default="false" name="Run project" type="PythonConfigurationType" factoryName="Python">
+  <configuration default="false" name="Run Project" type="PythonConfigurationType" factoryName="Python">
     <module name="assignment_2_improved" />
     <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
@@ -9,12 +9,12 @@
     </envs>
     <option name="SDK_HOME" value="" />
     <option name="SDK_NAME" value="ikt213" />
-    <option name="WORKING_DIRECTORY" value="." />
+    <option name="WORKING_DIRECTORY" value="$Projectpath$" />
     <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
-    <option name="SCRIPT_NAME" value="$PROJECT_DIR$/src/Main.py" />
+    <option name="SCRIPT_NAME" value="Main.py" />
     <option name="PARAMETERS" value="" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 8db849e..6680a8f 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -5,8 +5,11 @@
   </component>
   <component name="ChangeListManager">
     <list default="true" id="5e47ddf2-717f-442d-8925-70fd842ea97b" name="Changes" comment="">
+      <change beforePath="$PROJECT_DIR$/.idea/assignment_2_improved.iml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/assignment_2_improved.iml" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/.idea/runConfigurations/Run_project.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/runConfigurations/Run_Project.xml" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/docs/UML/Class Diagram.puml" beforeDir="false" afterPath="$PROJECT_DIR$/docs/UML/Class Diagram.puml" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/icon.png" beforeDir="false" afterPath="$PROJECT_DIR$/src/icon.png" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/main.py" beforeDir="false" />
     </list>
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />
@@ -34,24 +37,31 @@
   <component name="PropertiesComponent"><![CDATA[{
   "keyToString": {
     "ModuleVcsDetector.initialDetectionPerformed": "true",
-    "Python.Main.executor": "Coverage",
+    "Python.Main.executor": "Run",
     "Python.Run project.executor": "Run",
     "Python.demo.executor": "Run",
     "RunOnceActivity.ShowReadmeOnStart": "true",
     "RunOnceActivity.git.unshallow": "true",
-    "git-widget-placeholder": "Refactor__and__add__documentation",
+    "com.intellij.ml.llm.matterhorn.ej.ui.settings.DefaultModelSelectionForGA.v1": "true",
+    "git-widget-placeholder": "main",
     "junie.onboarding.icon.badge.shown": "true",
-    "last_opened_file_path": "/home/kim/Dokumenter/Universitet/Machine Vision/ikt213_project/src/Main.py",
+    "last_opened_file_path": "/home/kim/Dokumenter/Universitet/Machine Vision/ikt213_project/src",
     "node.js.detected.package.eslint": "true",
     "node.js.detected.package.tslint": "true",
     "node.js.selected.package.eslint": "(autodetect)",
     "node.js.selected.package.tslint": "(autodetect)",
     "nodejs_package_manager_path": "npm",
-    "settings.editor.selected.configurable": "preferences.pluginManager",
+    "settings.editor.selected.configurable": "com.intellij.pycharm.community.ide.impl.configuration.PythonContentEntriesConfigurable",
     "to.speed.mode.migration.done": "true",
     "vue.rearranger.settings.migration": "true"
   }
 }]]></component>
+  <component name="RecentsManager">
+    <key name="MoveFile.RECENT_KEYS">
+      <recent name="$PROJECT_DIR$/src" />
+      <recent name="$PROJECT_DIR$" />
+    </key>
+  </component>
   <component name="SharedIndexes">
     <attachedChunks>
       <set>
@@ -70,6 +80,7 @@
       <workItem from="1757587376542" duration="189000" />
       <workItem from="1760178939983" duration="46000" />
       <workItem from="1760179006753" duration="6999000" />
+      <workItem from="1761202447788" duration="4986000" />
     </task>
     <servers />
   </component>
@@ -78,7 +89,7 @@
   </component>
   <component name="com.intellij.coverage.CoverageDataManagerImpl">
     <SUITE FILE_PATH="coverage/ikt213_project$demo.coverage" NAME="demo Coverage Results" MODIFIED="1760179584389" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="false" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
-    <SUITE FILE_PATH="coverage/ikt213_project$Main.coverage" NAME="Main Coverage Results" MODIFIED="1760194900099" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="false" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$/src" />
-    <SUITE FILE_PATH="coverage/ikt213_project$Run_project.coverage" NAME="Run project Coverage Results" MODIFIED="1760197454610" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="false" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="" />
+    <SUITE FILE_PATH="coverage/ikt213_project$Run_project.coverage" NAME="Run project Coverage Results" MODIFIED="1761211029222" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="false" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$Sourcepath$" />
+    <SUITE FILE_PATH="coverage/ikt213_project$Main.coverage" NAME="Main Coverage Results" MODIFIED="1761211517199" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="false" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$Projectpath$" />
   </component>
 </project>
\ No newline at end of file
diff --git a/f512418272.png b/f512418272.png
index 0c69c1ee1f5fb745ba28dde344330c424b6a718e..113325fdfea9e1e29a3eea0ada0bb2ad8d705d9d 100644
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diff --git a/main.py b/main.py
deleted file mode 100644
index 5281843..0000000
--- a/main.py
+++ /dev/null
@@ -1,217 +0,0 @@
-
-import os
-import cv2
-import numpy as np
-import tkinter as tk
-from tkinter import filedialog
-from PIL import Image, ImageTk
-
-OPENED_IMAGE = None
-
-def padding(file_path, border_width):
-    image = cv2.imread(file_path)
-    if image is None:
-        print("Failed to load the image.")
-        return
-    padded_image = cv2.copyMakeBorder(
-        image,
-        top=border_width,
-        bottom=border_width,
-        left=border_width,
-        right=border_width,
-        borderType=cv2.BORDER_REFLECT
-    )
-    _cache_image(padded_image, file_path)
-
-def crop(file_path):
-    image = cv2.imread(file_path)
-    height, width = image.shape[:2]
-    # crop 80 px from top & left, 130 px from bottom & right
-    x_0 = 80
-    x_1 = width - 130
-    y_0 = 80
-    y_1 = height - 130
-    cropped_image = image[y_0:y_1, x_0:x_1]
-
-    _cache_image(cropped_image, file_path)
-
-def resize(file_path):
-    width = 200
-    height = 200
-    image = cv2.imread(file_path)
-    resized_image = cv2.resize(image, (width, height))
-    _cache_image(resized_image, file_path)
-
-
-def copy(file_path):
-    image = cv2.imread(file_path)
-
-    height, width, channels = image.shape
-    emptyPictureArray = np.zeros((height, width, 3), dtype=np.uint8)
-
-    for y in range(height):
-        for x in range(width):
-            for c in range(channels):
-                emptyPictureArray[y, x, c] = image[y, x, c]
-    _cache_image(emptyPictureArray, file_path)
-
-
-def grayscale(file_path):
-    image = cv2.imread(file_path)
-    gray_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
-    _cache_image(gray_image, file_path)
-
-def hsv(file_path):
-    image = cv2.imread(file_path)
-    hsv_image = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)
-    _cache_image(hsv_image, file_path)
-
-
-
-def hue_shifted(file_path, hue=50):
-    image = cv2.imread(file_path)
-    height, width, channels = image.shape
-    emptyPictureArray = np.zeros((height, width, 3), dtype=np.uint8)
-    for y in range(height):
-        for x in range(width):
-            for c in range(channels):
-                new_value = image[y, x, c] + hue
-                # Clip the value to stay within [0, 255]
-                emptyPictureArray[y, x, c] = np.clip(new_value, 0, 255)
-    _cache_image(emptyPictureArray, file_path)
-
-def smoothing(file_path):
-    image = cv2.imread(file_path)
-    smoothed_image = cv2.blur(image, ksize=(15, 15))
-    _cache_image(smoothed_image, file_path)
-
-
-def rotation(file_path, rotation_angle=90):
-    image = cv2.imread(file_path)
-    if rotation_angle == 90:
-        rotated_image = cv2.rotate(image, cv2.ROTATE_90_CLOCKWISE)
-    elif rotation_angle == 180:
-        rotated_image = cv2.rotate(image, cv2.ROTATE_180)
-    else:
-        print("Invalid angle. Use 90 or 180.")
-        return
-    _cache_image(rotated_image, file_path)
-
-def open_image():
-    """
-    Function called from the menu to open an image.
-    """
-    # Ask user to choose an image file
-    file_path = filedialog.askopenfilename(
-        filetypes=[("Image files", "*.jpg *.jpeg *.png *.gif *.bmp")]
-    )
-    if file_path:
-        _open_image(file_path)
-
-def _cache_image(image, file_path):
-    opened_image_basename = os.path.basename(file_path)
-    opened_image_path = os.path.dirname(file_path)
-    newfname = "cache/" + opened_image_basename
-    cv2.imwrite(newfname, image)
-    print(f"Image cached as '{newfname}'.")
-    _open_image(newfname)
-
-
-def _save_image(file_path):
-    image = cv2.imread(file_path)
-    opened_image_basename = os.path.basename(file_path)
-    opened_image_path = os.path.dirname(file_path)
-    newfname = opened_image_path + '/../' + opened_image_basename
-    cv2.imwrite(newfname, image)
-    print(f"Image saved as '{newfname}'.")
-    _open_image(newfname)
-
-
-def _open_image(file_path):
-    """
-    Open and display an image in the GUI.
-    Params:
-    - file_path: Path to the image file.
-    """
-    # Open with cv2 to get dimensions
-    imgcv2 = cv2.imread(file_path)
-    height, width, channels = imgcv2.shape
-
-    # Open and resize image (optional)
-    img = Image.open(file_path)
-    img = img.resize((height, width), Image.LANCZOS)  # Resize to fit frame
-    tk_img = ImageTk.PhotoImage(img)
-
-    # Update label inside frame with the correct dimensions
-    image_label.config(image=tk_img, height=height, width=width)
-
-    global OPENED_IMAGE
-    OPENED_IMAGE = file_path  # Store opened image in global variable, to access later if needed
-    
-    print("Opened image:", file_path)
-
-
-if __name__ == "__main__":
-
-# Main window
-    root = tk.Tk()
-    root.title("Image Viewer")
-    root.geometry("800x600")
-    root.config(bg="white")
-    icon = tk.PhotoImage(file='icon.png')
-    root.tk.call('wm', 'iconphoto', root._w, icon)
-    root.minsize(800, 600)
-
-# Menus
-    menu = tk.Menu(root)
-    root.config(menu=menu)
-    file_menu = tk.Menu(menu, tearoff=0)
-    menu.add_cascade(label="File", menu=file_menu)
-    file_menu.add_command(label="Open Image", command=open_image)
-    file_menu.add_command(label="Save Image", command=lambda: _save_image(OPENED_IMAGE))
-    file_menu.add_command(label="Exit", command=root.quit)
-
-    test_menu = tk.Menu(menu, tearoff=0)
-    menu.add_cascade(label="Test", menu=test_menu)
-    test_menu.add_command(label="Padding", command=lambda: padding(OPENED_IMAGE, border_width=50) if OPENED_IMAGE is not None else print("No image opened."))
-    test_menu.add_command(label="Crop", command=lambda: crop(OPENED_IMAGE) if OPENED_IMAGE is not None else print("No image opened."))
-    test_menu.add_command(label="Resize", command=lambda: resize(OPENED_IMAGE) if OPENED_IMAGE is not None else print("No image opened."))
-    test_menu.add_command(label="Copy", command=lambda: copy(OPENED_IMAGE) if OPENED_IMAGE is not None else print("No image opened."))
-    test_menu.add_command(label="Greyscale", command=lambda: grayscale(OPENED_IMAGE) if OPENED_IMAGE is not None else print("No image opened."))
-    test_menu.add_command(label="Hsv", command=lambda: hsv(OPENED_IMAGE) if OPENED_IMAGE is not None else print("No image opened."))
-    test_menu.add_command(label="Hue Shifted", command=lambda: hue_shifted(OPENED_IMAGE, hue=50) if OPENED_IMAGE is not None else print("No image opened."))
-    test_menu.add_command(label="Smoothed", command=lambda: smoothing(OPENED_IMAGE) if OPENED_IMAGE is not None else print("No image opened."))
-    test_menu.add_command(label="Rotated", command=lambda: rotation(OPENED_IMAGE, rotation_angle=90) if OPENED_IMAGE is not None else print("No image opened."))
-
-
-    clipboard_menu = tk.Menu(menu, tearoff=0)
-    menu.add_cascade(label="Clipboard", menu=clipboard_menu)
-
-    image_menu = tk.Menu(menu, tearoff=0)
-    menu.add_cascade(label="Image", menu=image_menu)
-
-    tools_menu = tk.Menu(menu, tearoff=0)
-    menu.add_cascade(label="Tools", menu=tools_menu)
-
-    shapes_menu = tk.Menu(menu, tearoff=0)
-    menu.add_cascade(label="Shapes", menu=shapes_menu)
-
-    colors_menu = tk.Menu(menu, tearoff=0)
-    menu.add_cascade(label="Colors", menu=colors_menu)
-
-    layer_menu = tk.Menu(menu, tearoff=0)
-    menu.add_cascade(label="Layer", menu=layer_menu)
-
-    filter_menu = tk.Menu(menu, tearoff=0)
-    menu.add_cascade(label="Filter", menu=filter_menu)
-#
-
-# Frame to hold image
-    imgframe = tk.Frame(root, width=500, height=500, bg="lightgray", relief="sunken", bd=2)
-    imgframe.pack(side="top", pady=10)
-
-# Label to display image
-    image_label = tk.Label(imgframe, width=500, height=500, bg="white")
-    image_label.pack(expand=True)
-
-    root.mainloop()
diff --git a/src/icon.png b/src/icon.png
new file mode 100644
index 0000000..d4ad82b
--- /dev/null
+++ b/src/icon.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6eed3c9619d01b38005e4aec35623f40dffd930d15764fe54552ffb0f77c38a5
+size 1331

From 17d0b4b8c029c8f43fe79f813334127744a631d7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Kim=20Andr=C3=A9=20Bj=C3=B8rkede?= <kabjorked@uia.no>
Date: Thu, 23 Oct 2025 11:58:40 +0200
Subject: [PATCH 02/10] Add `CONTRIBUTING.md`

---
 CONTRIBUTING.MD | 10 ++++++++++
 1 file changed, 10 insertions(+)
 create mode 100644 CONTRIBUTING.MD

diff --git a/CONTRIBUTING.MD b/CONTRIBUTING.MD
new file mode 100644
index 0000000..a77eaee
--- /dev/null
+++ b/CONTRIBUTING.MD
@@ -0,0 +1,10 @@
+# Contribution Guide
+
+## Making changes
+Please, when making any changes, make a new branch. Start the branch name with one of the following texts:
+- `feature/`
+- `fix/`
+- `docs/`
+- `refactor/`
+
+For example `docs/update-uml-diagrams`.
\ No newline at end of file

From c642945176caaf79466c3501af7dee3c55c2e569 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Kim=20Andr=C3=A9=20Bj=C3=B8rkede?= <kabjorked@uia.no>
Date: Mon, 27 Oct 2025 10:49:39 +0100
Subject: [PATCH 03/10] Update UML class diagram

---
 docs/UML/Class Diagram.puml | 33 ++++++++++++++++++++++++++++++++-
 1 file changed, 32 insertions(+), 1 deletion(-)

diff --git a/docs/UML/Class Diagram.puml b/docs/UML/Class Diagram.puml
index ccce635..54ef29c 100644
--- a/docs/UML/Class Diagram.puml	
+++ b/docs/UML/Class Diagram.puml	
@@ -22,6 +22,16 @@ abstract class ImageManipulation{
     +str getManipulationName()
 }
 
+abstract class Filters{
+list[ImageManipulation] getFilters()
+}
+
+class LiveFilters{
+}
+
+class PostFilters{
+}
+
 class CropImage{
 - str _name
 }
@@ -46,8 +56,28 @@ class HueShiftImage{
 - str _name
 }
 
+class GeoFilter{
+- str _name
+}
+
+class GeoLocation{
+str getUserCurrentTown()
+}
+
+class FaceRecognition{
+pair[int,int] getFaceCentre(ImageContainer)
+}
+
 GUI ..> ImageContainer
-GUI ..> ImageManipulation
+GUI ..> LiveFilters
+GUI ..> PostFilters
+LiveFilters ..|> Filters
+PostFilters ..|> Filters
+Filters ..> ImageManipulation
+
+FaceRecognition ..> ImageContainer
+
+GeoFilter ..> GeoLocation
 
 CropImage  ..|> ImageManipulation
 GreyScaleImage ..|> ImageManipulation
@@ -55,6 +85,7 @@ SmoothImage ..|> ImageManipulation
 RotateImage ..|> ImageManipulation
 HSVImage ..|> ImageManipulation
 HueShiftImage ..|> ImageManipulation
+GeoFilter ..|> ImageManipulation
 
 
 @enduml
\ No newline at end of file

From c3939472968ff43c86b4b33708a68d0ab0a550cc Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Kim=20Andr=C3=A9=20Bj=C3=B8rkede?= <kabjorked@uia.no>
Date: Mon, 27 Oct 2025 10:49:57 +0100
Subject: [PATCH 04/10] Fix direct access to private member

---
 src/ImageManipulation/CropImage.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/src/ImageManipulation/CropImage.py b/src/ImageManipulation/CropImage.py
index 18d25cf..ef2198a 100644
--- a/src/ImageManipulation/CropImage.py
+++ b/src/ImageManipulation/CropImage.py
@@ -19,10 +19,8 @@ class CropImage(ImageManipulation):
             image: The image to manipulate
             parameters: Parameters for the manipulation (e.g., crop coordinates)
         """
-        if image is None or getattr(image, "_imageData", None) is None:
-            return
 
-        pil_image = image._imageData
+        pil_image = image.getImage()
 
         # If parameters provided as dict with width/height, do centered crop
         if isinstance(parameters, dict) and "width" in parameters and "height" in parameters:

From 53c577d5912ea546bb9bf32b9d31590e22ffa3a4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Kim=20Andr=C3=A9=20Bj=C3=B8rkede?= <kabjorked@uia.no>
Date: Mon, 27 Oct 2025 10:50:21 +0100
Subject: [PATCH 05/10] Remove unecessary comments

This is really ugly when working with Git
---
 src/GUI.py | 20 --------------------
 1 file changed, 20 deletions(-)

diff --git a/src/GUI.py b/src/GUI.py
index 0be7de7..6ec5f59 100644
--- a/src/GUI.py
+++ b/src/GUI.py
@@ -62,26 +62,6 @@ class GUI:
                 command=partial(self._applyManipulation, manipulation)
             )
 
-        # Manual Test menu listing all manipulations explicitly
-#        manual_menu = tk.Menu(menu, tearoff=0)
-#        menu.add_cascade(label="Test", menu=manual_menu)
-#        manual_menu.add_command(label="Padding", command=partial(self._applyManipulation, Padding(), {"border_width": 50}))
-#        manual_menu.add_command(label="Crop", command=partial(self._applyManipulation, CropImage()))
-#        manual_menu.add_command(label="Resize", command=partial(self._applyManipulation, ResizeImage(), {"width": 200, "height": 200}))
-#        manual_menu.add_command(label="Copy", command=partial(self._applyManipulation, CopyImage()))
-#        manual_menu.add_command(label="Greyscale", command=partial(self._applyManipulation, Grayscale()))
-#        manual_menu.add_command(label="HSV", command=partial(self._applyManipulation, HSV()))
-#        manual_menu.add_command(label="Hue Shifted", command=partial(self._applyManipulation, HueShift(), {"hue": 50}))
-#        manual_menu.add_command(label="Smoothed", command=partial(self._applyManipulation, BoxBlur(), {"ksize": 15}))
-#        manual_menu.add_command(label="Rotated", command=partial(self._applyManipulation, RotateImage(), {"angle": 90}))
-#        manual_menu.add_command(label="Flip (Horizontal)", command=partial(self._applyManipulation, FlipImage(), {"mode": "horizontal"}))
-#        manual_menu.add_command(label="Flip (Vertical)", command=partial(self._applyManipulation, FlipImage(), {"mode": "vertical"}))
-#        manual_menu.add_command(label="Color Adjust", command=partial(self._applyManipulation, ColorAdjust(), {"brightness": 10, "contrast": 1.2, "saturation": 1.1}))
-#        manual_menu.add_command(label="Gaussian Blur", command=partial(self._applyManipulation, GaussianBlur(), {"ksize": 5}))
-#        manual_menu.add_command(label="Sobel Edge", command=partial(self._applyManipulation, SobelEdge(), {"dx": 1, "dy": 0, "ksize": 3}))
-#        manual_menu.add_command(label="Binary Threshold", command=partial(self._applyManipulation, BinaryThreshold(), {"thresh": 127}))
-#        manual_menu.add_command(label="Histogram Threshold", command=partial(self._applyManipulation, HistogramThreshold()))
-
 
         edit_menu = tk.Menu(menu, tearoff=0)
         menu.add_cascade(label="Edit", menu=edit_menu)

From a85142c1cb31464aa54f5edbe7bf030fa65f0441 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Kim=20Andr=C3=A9=20Bj=C3=B8rkede?= <kabjorked@uia.no>
Date: Mon, 27 Oct 2025 10:50:41 +0100
Subject: [PATCH 06/10] Fix return signature for getImage

---
 src/ImageContainer.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/ImageContainer.py b/src/ImageContainer.py
index 9004d99..faf2c0f 100644
--- a/src/ImageContainer.py
+++ b/src/ImageContainer.py
@@ -28,7 +28,7 @@ class ImageContainer:
         # PIL Image.size returns (width, height)
         return self._imageData.size if self._imageData is not None else (0, 0)
 
-    def getImage(self) -> Image:
+    def getImage(self) -> Image or None:
         return self._imageData
 
     def saveImage(self, path: str) -> None:

From 1e535938b4e0359c6e1a96afce4649dd284aa657 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Kim=20Andr=C3=A9=20Bj=C3=B8rkede?= <kabjorked@uia.no>
Date: Mon, 27 Oct 2025 10:52:03 +0100
Subject: [PATCH 07/10] Update CONTRIBUTING.MD to include UML updating

---
 CONTRIBUTING.MD | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/CONTRIBUTING.MD b/CONTRIBUTING.MD
index a77eaee..a62b973 100644
--- a/CONTRIBUTING.MD
+++ b/CONTRIBUTING.MD
@@ -7,4 +7,9 @@ Please, when making any changes, make a new branch. Start the branch name with o
 - `docs/`
 - `refactor/`
 
-For example `docs/update-uml-diagrams`.
\ No newline at end of file
+For example `docs/update-uml-diagrams`.
+
+### UML
+When changing anything in the code structure. You have to update the UML class diagram and relevant sequence diagrams.
+
+The UML diagrams shall always reflect the current state of the codebase.
\ No newline at end of file

From 60cd4e56364c913f551f82e9c8f448b7a355d7c6 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Kim=20Andr=C3=A9=20Bj=C3=B8rkede?= <kabjorked@uia.no>
Date: Mon, 27 Oct 2025 10:59:01 +0100
Subject: [PATCH 08/10] Add sequence diagram

---
 docs/UML/Sequence Diagrams/Cropping an Image.puml | 14 ++++++++++++++
 1 file changed, 14 insertions(+)
 create mode 100644 docs/UML/Sequence Diagrams/Cropping an Image.puml

diff --git a/docs/UML/Sequence Diagrams/Cropping an Image.puml b/docs/UML/Sequence Diagrams/Cropping an Image.puml
new file mode 100644
index 0000000..7da47b6
--- /dev/null
+++ b/docs/UML/Sequence Diagrams/Cropping an Image.puml	
@@ -0,0 +1,14 @@
+@startuml
+'https://plantuml.com/sequence-diagram
+
+Actor User
+Boundary GUI
+
+User --> GUI : User selects crop
+GUI --> User : Dialogue box pops up asking for co-ordinates
+User --> GUI : User specifies co-ordinates
+GUI --> CropImage : manipulateImage()
+CropImage --> GUI : New image is created and sent back to the GUI
+GUI --> User : User sees new image
+
+@enduml
\ No newline at end of file

From e0b75b5796b6567d71b3414ccae12f4c02f40391 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Kim=20Andr=C3=A9=20Bj=C3=B8rkede?= <kabjorked@uia.no>
Date: Mon, 27 Oct 2025 10:59:19 +0100
Subject: [PATCH 09/10] Update signature of manipulateImage to return an
 ImageContainer

---
 src/ImageManipulation/ImageManipulation.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/ImageManipulation/ImageManipulation.py b/src/ImageManipulation/ImageManipulation.py
index caef028..5f901c4 100644
--- a/src/ImageManipulation/ImageManipulation.py
+++ b/src/ImageManipulation/ImageManipulation.py
@@ -7,13 +7,14 @@ class ImageManipulation(ABC):
     """Abstract base class for image manipulation operations."""
 
     @abstractmethod
-    def manipulateImage(self, image: ImageContainer, parameters: Any) -> None:
+    def manipulateImage(self, image: ImageContainer, parameters: Any) -> ImageContainer:
         """
         Manipulate the given image using the provided parameters.
 
         Args:
             image: The image to manipulate
             parameters: Parameters for the manipulation
+        Returns: The manipulated image
         """
         pass
 

From e29adebd4e320cda05fc4eb20f863969f3a5da5f Mon Sep 17 00:00:00 2001
From: Moira Daniella sebastian
 <167986620+MoiraDaniellaSebastian@users.noreply.github.com>
Date: Mon, 3 Nov 2025 16:33:54 +0100
Subject: [PATCH 10/10] snapchat filter test

---
 assets/cowboy_hat.png                         |   Bin 0 -> 2653873 bytes
 assets/glasses.png                            |   Bin 0 -> 84090 bytes
 assets/moustache.png                          |   Bin 0 -> 25365 bytes
 src/GUI.py                                    |    11 +-
 src/ImageManipulation/BackgroundBlur.py       |    55 +
 src/ImageManipulation/CameraWindow.py         |   176 +
 src/ImageManipulation/ManipulationList.py     |     5 +
 .../haarcascade_frontalface_default.xml       | 33314 ++++++++++++++++
 src/utils/face_utils.py                       |    41 +
 src/utils/filters.py                          |   142 +
 src/utils/overlay_utils.py                    |    37 +
 11 files changed, 33776 insertions(+), 5 deletions(-)
 create mode 100644 assets/cowboy_hat.png
 create mode 100644 assets/glasses.png
 create mode 100644 assets/moustache.png
 create mode 100644 src/ImageManipulation/BackgroundBlur.py
 create mode 100644 src/ImageManipulation/CameraWindow.py
 create mode 100644 src/utils/cascades/haarcascade_frontalface_default.xml
 create mode 100644 src/utils/face_utils.py
 create mode 100644 src/utils/filters.py
 create mode 100644 src/utils/overlay_utils.py

diff --git a/assets/cowboy_hat.png b/assets/cowboy_hat.png
new file mode 100644
index 0000000000000000000000000000000000000000..887c76579463606a976f7f083176d709c4ac05a6
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diff --git a/src/GUI.py b/src/GUI.py
index 0be7de7..6019042 100644
--- a/src/GUI.py
+++ b/src/GUI.py
@@ -5,7 +5,6 @@ from ImageContainer import ImageContainer
 from ImageManipulation.ManipulationList import *
 from functools import partial
 
-
 class GUI:
     """The GUI class responsible for the main application GUI.
 
@@ -46,6 +45,7 @@ class GUI:
         file_menu = tk.Menu(menu, tearoff=0)
         menu.add_cascade(label="File", menu=file_menu)
         file_menu.add_command(label="Open Image", command=lambda: self._openImage())
+        file_menu.add_command(label="Open Camera", command=lambda: self._openCamera())
         file_menu.add_command(label="Save Image", command=lambda: self._saveImage())
         file_menu.add_command(label="Exit", command=root.quit)
 
@@ -83,9 +83,6 @@ class GUI:
 #        manual_menu.add_command(label="Histogram Threshold", command=partial(self._applyManipulation, HistogramThreshold()))
 
 
-        edit_menu = tk.Menu(menu, tearoff=0)
-        menu.add_cascade(label="Edit", menu=edit_menu)
-        edit_menu.add_command(label="Undo", accelerator="Ctrl+Z", command=lambda: self._undo())
 
         # Frame to hold image
         imgframe = tk.Frame(root, width=500, height=500, bg="lightgray", relief="sunken", bd=2)
@@ -148,4 +145,8 @@ class GUI:
         if self._currentImage is None:
             return
         self._currentImage.undo()
-        self._renderCurrentImage()
\ No newline at end of file
+        self._renderCurrentImage()
+
+    def _openCamera(self):
+        camera = CameraWindow()
+        camera.run(self)
diff --git a/src/ImageManipulation/BackgroundBlur.py b/src/ImageManipulation/BackgroundBlur.py
new file mode 100644
index 0000000..1cf35f6
--- /dev/null
+++ b/src/ImageManipulation/BackgroundBlur.py
@@ -0,0 +1,55 @@
+from PIL import Image
+import numpy as np
+import cv2
+from .ImageManipulation import ImageManipulation
+from utils.face_utils import detect_faces_bgr, build_soft_face_mask
+
+
+class BackgroundBlur(ImageManipulation):
+    """Keep detected faces sharp and blur everything else."""
+
+    def getManipulationName(self) -> str:
+        return "Background Blur"
+
+    def getParameters(self) -> list[str]:
+        return ["blur_ksize", "feather", "enlarge", "no_face_behavior", "draw_boxes"]
+
+    def manipulateImage(self, image, parameters=None) -> None:
+        if parameters is None:
+            parameters = {}
+
+        blur_ksize = int(parameters.get("blur_ksize", 41))
+        blur_ksize = blur_ksize if blur_ksize % 2 == 1 else blur_ksize + 1
+        feather = int(parameters.get("feather", 45))
+        enlarge = float(parameters.get("enlarge", 0.45))
+        no_face_behavior = parameters.get("no_face_behavior", "blur_all")
+        draw_boxes = bool(parameters.get("draw_boxes", False))
+
+        pil_img: Image.Image = image.getImage()
+        if pil_img is None:
+            return
+
+        rgb = np.array(pil_img)
+        if rgb.ndim == 2:
+            rgb = np.stack([rgb] * 3, axis=-1)
+        bgr = cv2.cvtColor(rgb, cv2.COLOR_RGB2BGR)
+
+        faces = detect_faces_bgr(bgr)
+
+        blurred = cv2.GaussianBlur(bgr, (blur_ksize, blur_ksize), 0)
+
+        if len(faces) == 0:
+            out_bgr = bgr if no_face_behavior == "original" else blurred
+        else:
+            mask = build_soft_face_mask(bgr.shape[:2], faces, enlarge=enlarge, feather=feather)
+            mask_f = (mask.astype(np.float32) / 255.0)[..., None]
+            out_bgr = (bgr.astype(np.float32) * mask_f +
+                       blurred.astype(np.float32) * (1.0 - mask_f))
+            out_bgr = np.clip(out_bgr, 0, 255).astype(np.uint8)
+
+            if draw_boxes:
+                for (x, y, w, h) in faces:
+                    cv2.rectangle(out_bgr, (x, y), (x + w, y + h), (0, 255, 0), 2)
+
+        out_rgb = cv2.cvtColor(out_bgr, cv2.COLOR_BGR2RGB)
+        image.setImage(Image.fromarray(out_rgb))
diff --git a/src/ImageManipulation/CameraWindow.py b/src/ImageManipulation/CameraWindow.py
new file mode 100644
index 0000000..60f0adb
--- /dev/null
+++ b/src/ImageManipulation/CameraWindow.py
@@ -0,0 +1,176 @@
+import tkinter as tk
+import cv2
+from pathlib import Path
+from PIL import Image, ImageTk
+from ImageContainer import ImageContainer
+from utils.face_utils import detect_faces_bgr
+from utils.filters import apply_filters
+
+
+class CameraWindow:
+
+    def __init__(self):
+        self.name = "Camera"
+        self.category = "Utility"
+        self.cap = None
+        self.top = None
+        self.preview_label = None
+        self.prev_face = None
+        self.last_filtered = None
+        self.idx = 0
+        self.title_var = None
+        self.controls_var = None
+
+        project_root = Path(__file__).resolve().parents[1]
+        assets = project_root.parent / "assets"
+
+        self.params = {
+            "face_blur": {"enlarge": 0.45, "feather": 45, "blur_ksize": 41},
+            "hat": {"asset_path": str(assets / "cowboy_hat.png"), "scale": 1.15, "head_clearance": 0.12},
+            "glasses": {"asset_path": str(assets / "glasses.png"), "scale": 1.05, "y_factor": 0.38},
+            "mustache": {"asset_path": str(assets / "moustache.png"), "scale": 0.8, "y_factor": 0.72, "center_y": True},
+        }
+
+        self.filters = ["none", "face_blur", "hat", "glasses", "mustache"]
+
+    def getManipulationName(self) -> str:
+        return "Camera Window"
+
+    def run(self, app):
+        self.app = app
+        self.root = app._root
+        self._open_camera()
+
+    def _open_camera(self):
+        self.cap = cv2.VideoCapture(0, cv2.CAP_DSHOW)
+        if not self.cap or not self.cap.isOpened():
+            print("Could not open camera")
+            return
+
+        self.top = tk.Toplevel(self.root)
+        self.top.title("Camera")
+        self.top.configure(bg="#0f1115")
+        self.top.protocol("WM_DELETE_WINDOW", self._close)
+        self.top.bind("<Key>", self._on_key)
+
+        container = tk.Frame(self.top, bg="#0f1115")
+        container.pack(fill="both", expand=True, padx=12, pady=12)
+
+        header = tk.Frame(container, bg="#0f1115")
+        header.pack(fill="x", pady=(0, 8))
+        self.title_var = tk.StringVar(value="Camera Active: None")
+        title = tk.Label(header, textvariable=self.title_var, fg="#eaeef2", bg="#0f1115", font=("Segoe UI", 12, "bold"))
+        title.pack(side="left")
+
+        body = tk.Frame(container, bg="#0f1115")
+        body.pack(fill="both", expand=True)
+        preview_wrap = tk.Frame(body, bg="#1b1f26", bd=1, relief="ridge")
+        preview_wrap.pack(fill="both", expand=True)
+        self.preview_label = tk.Label(preview_wrap, bg="#000000")
+        self.preview_label.pack(fill="both", expand=True)
+
+        footer = tk.Frame(container, bg="#0f1115")
+        footer.pack(fill="x", pady=(8, 0))
+        self.controls_var = tk.StringVar(value="Left/Right: Switch   Enter: Capture   Q: Quit")
+        controls = tk.Label(footer, textvariable=self.controls_var, fg="#aab4bf", bg="#0f1115", font=("Segoe UI", 10))
+        controls.pack(side="left")
+        self._update_frame()
+
+    def _on_key(self, event):
+        k = event.keysym
+        if k in ("q", "Q", "Escape"):
+            self._close()
+        elif k == "Left":
+            self.idx = (self.idx - 1) % len(self.filters)
+        elif k == "Right":
+            self.idx = (self.idx + 1) % len(self.filters)
+        elif k in ("Return", "KP_Enter"):
+            self._capture_to_app()
+            self._close()
+
+    def _update_frame(self):
+        ok, frame = self.cap.read()
+        if not ok:
+            self._close()
+            return
+
+        current = self.filters[self.idx]
+        names = [] if current == "none" else [current]
+
+        faces = detect_faces_bgr(frame)
+        ctx = {}
+        if len(faces):
+            self.prev_face = self._smooth_box(self.prev_face, tuple(faces[0]), 0.6)
+            ctx["faces"] = [self.prev_face]
+        else:
+            self.prev_face = None
+
+        filtered = apply_filters(frame, names, self.params, ctx=ctx)
+        self.last_filtered = filtered
+        if self.title_var is not None:
+            self.title_var.set(f"Camera Filter: {self._pretty(current)}")
+
+        preview_bgr = self._resize_for_preview(filtered, max_w=960, max_h=720)
+        rgb = cv2.cvtColor(preview_bgr, cv2.COLOR_BGR2RGB)
+        imgtk = ImageTk.PhotoImage(Image.fromarray(rgb))
+        self.preview_label.imgtk = imgtk
+        self.preview_label.configure(image=imgtk)
+
+        self.top.after(10, self._update_frame)
+
+
+    def _capture_to_app(self):
+        if self.last_filtered is None:
+            return
+        rgb = cv2.cvtColor(self.last_filtered, cv2.COLOR_BGR2RGB)
+        pil_img = Image.fromarray(rgb)
+        if self.app._currentImage is None:
+            self.app._currentImage = ImageContainer()
+        self.app._currentImage._imageData = pil_img
+        self.app._currentImage._history = []
+        self.app._renderCurrentImage()
+
+    def _close(self):
+        try:
+            if self.cap:
+                self.cap.release()
+        except Exception:
+            pass
+        try:
+            if self.top:
+                self.top.destroy()
+        except Exception:
+            pass
+
+    @staticmethod
+    def _smooth_box(prev, box, alpha=0.6):
+        if prev is None:
+            return box
+        px, py, pw, ph = prev
+        x, y, w, h = box
+        return (
+            int(px * alpha + x * (1 - alpha)),
+            int(py * alpha + y * (1 - alpha)),
+            int(pw * alpha + w * (1 - alpha)),
+            int(ph * alpha + h * (1 - alpha)),
+        )
+
+    @staticmethod
+    def _resize_for_preview(img_bgr, max_w=960, max_h=720):
+        h, w = img_bgr.shape[:2]
+        scale = min(max_w / max(w, 1), max_h / max(h, 1), 1.0)
+        if scale >= 0.999:
+            return img_bgr
+        new_w, new_h = int(w * scale), int(h * scale)
+        return cv2.resize(img_bgr, (new_w, new_h), interpolation=cv2.INTER_AREA)
+
+    @staticmethod
+    def _pretty(name):
+        names = {
+            "none": "None",
+            "face_blur": "Background Blur",
+            "hat": "Hat",
+            "glasses": "Glasses",
+            "mustache": "Mustache",
+        }
+        return names.get(name, name)
diff --git a/src/ImageManipulation/ManipulationList.py b/src/ImageManipulation/ManipulationList.py
index 3cee483..2e8b8f2 100644
--- a/src/ImageManipulation/ManipulationList.py
+++ b/src/ImageManipulation/ManipulationList.py
@@ -10,6 +10,9 @@ from .HSV import HSV
 from .HueShift import HueShift
 from .BoxBlur import BoxBlur
 from .CopyImage import CopyImage
+from .BackgroundBlur import BackgroundBlur
+from .CameraWindow import CameraWindow
+
 
 def GetImageManipulationList() -> list:
     return [
@@ -28,4 +31,6 @@ def GetImageManipulationList() -> list:
         SobelEdge(),
         BinaryThreshold(),
         HistogramThreshold(),
+        BackgroundBlur(),
+        CameraWindow(),
     ]
\ No newline at end of file
diff --git a/src/utils/cascades/haarcascade_frontalface_default.xml b/src/utils/cascades/haarcascade_frontalface_default.xml
new file mode 100644
index 0000000..cbd1aa8
--- /dev/null
+++ b/src/utils/cascades/haarcascade_frontalface_default.xml
@@ -0,0 +1,33314 @@
+<?xml version="1.0"?>
+<!--
+    Stump-based 24x24 discrete(?) adaboost frontal face detector.
+    Created by Rainer Lienhart.
+
+////////////////////////////////////////////////////////////////////////////////////////
+
+  IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
+
+  By downloading, copying, installing or using the software you agree to this license.
+  If you do not agree to this license, do not download, install,
+  copy or use the software.
+
+
+                        Intel License Agreement
+                For Open Source Computer Vision Library
+
+ Copyright (C) 2000, Intel Corporation, all rights reserved.
+ Third party copyrights are property of their respective owners.
+
+ Redistribution and use in source and binary forms, with or without modification,
+ are permitted provided that the following conditions are met:
+
+   * Redistribution's of source code must retain the above copyright notice,
+     this list of conditions and the following disclaimer.
+
+   * Redistribution's in binary form must reproduce the above copyright notice,
+     this list of conditions and the following disclaimer in the documentation
+     and/or other materials provided with the distribution.
+
+   * The name of Intel Corporation may not be used to endorse or promote products
+     derived from this software without specific prior written permission.
+
+ This software is provided by the copyright holders and contributors "as is" and
+ any express or implied warranties, including, but not limited to, the implied
+ warranties of merchantability and fitness for a particular purpose are disclaimed.
+ In no event shall the Intel Corporation or contributors be liable for any direct,
+ indirect, incidental, special, exemplary, or consequential damages
+ (including, but not limited to, procurement of substitute goods or services;
+ loss of use, data, or profits; or business interruption) however caused
+ and on any theory of liability, whether in contract, strict liability,
+ or tort (including negligence or otherwise) arising in any way out of
+ the use of this software, even if advised of the possibility of such damage.
+-->
+<opencv_storage>
+<cascade type_id="opencv-cascade-classifier"><stageType>BOOST</stageType>
+  <featureType>HAAR</featureType>
+  <height>24</height>
+  <width>24</width>
+  <stageParams>
+    <maxWeakCount>211</maxWeakCount></stageParams>
+  <featureParams>
+    <maxCatCount>0</maxCatCount></featureParams>
+  <stageNum>25</stageNum>
+  <stages>
+    <_>
+      <maxWeakCount>9</maxWeakCount>
+      <stageThreshold>-5.0425500869750977e+00</stageThreshold>
+      <weakClassifiers>
+        <_>
+          <internalNodes>
+            0 -1 0 -3.1511999666690826e-02</internalNodes>
+          <leafValues>
+            2.0875380039215088e+00 -2.2172100543975830e+00</leafValues></_>
+        <_>
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+            0 -1 1 1.2396000325679779e-02</internalNodes>
+          <leafValues>
+            -1.8633940219879150e+00 1.3272049427032471e+00</leafValues></_>
+        <_>
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+        <_>
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+          <leafValues>
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+        <_>
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+          <leafValues>
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+    <_>
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+      <stageThreshold>-4.9842400550842285e+00</stageThreshold>
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diff --git a/src/utils/face_utils.py b/src/utils/face_utils.py
new file mode 100644
index 0000000..bedb6c3
--- /dev/null
+++ b/src/utils/face_utils.py
@@ -0,0 +1,41 @@
+import os
+import cv2
+import numpy as np
+
+_CASCADE = None
+
+def _get_cascade():
+    global _CASCADE
+    if _CASCADE is None:
+        here = os.path.dirname(__file__)
+        xml_path = os.path.join(here, "cascades", "haarcascade_frontalface_default.xml")
+        if not os.path.exists(xml_path):
+            raise RuntimeError(f"Cannot find cascade file: {xml_path}")
+        c = cv2.CascadeClassifier(xml_path)
+        if c.empty():
+            raise RuntimeError(f"Failed to load cascade from: {xml_path}")
+        _CASCADE = c
+    return _CASCADE
+
+def detect_faces_bgr(frame_bgr, scale_factor=1.15, min_neighbors=5, min_size=(40, 40)):
+    gray = cv2.cvtColor(frame_bgr, cv2.COLOR_BGR2GRAY)
+    gray = cv2.GaussianBlur(gray, (3, 3), 0)
+    return _get_cascade().detectMultiScale(
+        gray,
+        scaleFactor=scale_factor,
+        minNeighbors=min_neighbors,
+        minSize=min_size,
+        flags=cv2.CASCADE_SCALE_IMAGE,
+    )
+
+def build_soft_face_mask(shape_hw, faces, enlarge=0.45, feather=45):
+    h, w = shape_hw
+    mask = np.zeros((h, w), dtype=np.uint8)
+    for (x, y, fw, fh) in faces:
+        cx, cy = x + fw // 2, y + fh // 2
+        rx, ry = int(fw * (0.5 + enlarge)), int(fh * (0.7 + enlarge))
+        cv2.ellipse(mask, (cx, cy), (rx, ry), 0, 0, 360, 255, -1)
+    if feather > 0:
+        k = feather if feather % 2 == 1 else feather + 1
+        mask = cv2.GaussianBlur(mask, (k, k), 0)
+    return mask
diff --git a/src/utils/filters.py b/src/utils/filters.py
new file mode 100644
index 0000000..b486f9c
--- /dev/null
+++ b/src/utils/filters.py
@@ -0,0 +1,142 @@
+import cv2
+import numpy as np
+from utils.face_utils import detect_faces_bgr, build_soft_face_mask
+from utils.overlay_utils import overlay_rgba, load_rgba
+
+
+def face_blur(frame, p=None, ctx=None):
+    p = p or {}
+    enlarge = float(p.get("enlarge", 0.45))
+    feather = int(p.get("feather", 45))
+    k = int(p.get("blur_ksize", 41)); k = k if k % 2 == 1 else k + 1
+
+    faces = (ctx or {}).get("faces")
+    if faces is None:
+        faces = detect_faces_bgr(frame)
+
+    blurred = cv2.GaussianBlur(frame, (k, k), 0)
+    if not len(faces):
+        return blurred
+
+    mask = build_soft_face_mask(frame.shape[:2], faces, enlarge=enlarge, feather=feather)
+    m = (mask.astype(np.float32) / 255.0)[..., None]
+    return np.clip(frame * m + blurred * (1 - m), 0, 255).astype(np.uint8)
+
+def grayscale(frame, p=None, ctx=None):
+    g = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
+    return cv2.cvtColor(g, cv2.COLOR_GRAY2BGR)
+
+def hat_overlay(frame, p=None, ctx=None):
+    p = p or {}
+    asset_path = p.get("asset_path", "assets/cowboy_hat.png")
+    scale = float(p.get("scale", 1.15))
+    head_clearance = float(p.get("head_clearance", 0.12))
+
+    try:
+        hat = load_rgba(asset_path)
+    except Exception:
+        return frame
+
+    faces = (ctx or {}).get("faces")
+    if faces is None:
+        faces = detect_faces_bgr(frame)
+
+    H, W = frame.shape[:2]
+    for (x, y, w, h) in faces:
+        hat_w = int(w * scale)
+        ar = hat.shape[0] / hat.shape[1]
+        hat_h = max(1, int(hat_w * ar))
+
+        xh = x + w // 2 - hat_w // 2
+
+
+        bottom_y = y + int(head_clearance * h)
+        yh = bottom_y - hat_h
+
+        if yh < -int(0.25 * hat_h):
+            yh = -int(0.25 * hat_h)
+
+        frame = overlay_rgba(frame, hat, xh, yh, target_w=hat_w)
+    return frame
+
+
+def glasses_overlay(frame, p=None, ctx=None):
+    p = p or {}
+    asset_path = p.get("asset_path", "assets/glasses.png")
+    scale = float(p.get("scale", 1.05))
+    y_factor = float(p.get("y_factor", 0.38))
+
+    try:
+        glasses = load_rgba(asset_path)
+    except Exception:
+        return frame
+
+    faces = (ctx or {}).get("faces")
+    if faces is None:
+        faces = detect_faces_bgr(frame)
+
+    for (x, y, w, h) in faces:
+        g_w = int(w * scale)
+        ar = glasses.shape[0] / glasses.shape[1]
+        g_h = max(1, int(g_w * ar))
+        xg = x + w // 2 - g_w // 2
+        yg = y + int(y_factor * h) - g_h // 2
+        frame = overlay_rgba(frame, glasses, xg, yg, target_w=g_w)
+    return frame
+
+def _overlay_face_anchor(frame, p=None, ctx=None):
+    p = p or {}
+    asset_path = p.get("asset_path")
+    if not asset_path:
+        return frame
+    scale = float(p.get("scale", 1.0))
+    y_factor = float(p.get("y_factor", 0.5))
+    center_y = bool(p.get("center_y", True))
+    x_offset = int(p.get("x_offset", 0))
+    y_offset_frac = float(p.get("y_offset", 0.0))
+
+    try:
+        overlay = load_rgba(asset_path)
+    except Exception:
+        return frame
+
+    faces = (ctx or {}).get("faces")
+    if faces is None:
+        faces = detect_faces_bgr(frame)
+
+    for (x, y, w, h) in faces:
+        t_w = int(max(1, w * scale))
+        ar = overlay.shape[0] / max(1, overlay.shape[1])
+        t_h = max(1, int(t_w * ar))
+        x_pos = x + w // 2 - t_w // 2 + x_offset
+        y_anchor = y + int(y_factor * h)
+        y_pos = y_anchor - (t_h // 2 if center_y else 0) + int(y_offset_frac * h)
+        frame = overlay_rgba(frame, overlay, x_pos, y_pos, target_w=t_w)
+    return frame
+
+def mustache_overlay(frame, p=None, ctx=None):
+    p = p or {}
+    if "asset_path" not in p:
+        p = {**p, "asset_path": "assets/moustache.png"}
+    p = {"scale": 0.8, "y_factor": 0.72, "center_y": True, **p}
+    return _overlay_face_anchor(frame, p, ctx)
+
+FILTERS = {
+    "face_blur": face_blur,
+    "grayscale": grayscale,
+    "hat": hat_overlay,
+    "glasses": glasses_overlay,
+    "mustache": mustache_overlay,
+}
+
+def apply_filters(frame, names, params=None, ctx=None):
+    params = params or {}
+    ctx = ctx or {}
+    if any(n in ("face_blur", "hat", "glasses", "mustache") for n in names):
+        ctx["faces"] = detect_faces_bgr(frame)
+
+    for name in names:
+        fn = FILTERS.get(name)
+        if fn:
+            frame = fn(frame, params.get(name), ctx)
+    return frame
diff --git a/src/utils/overlay_utils.py b/src/utils/overlay_utils.py
new file mode 100644
index 0000000..78a9894
--- /dev/null
+++ b/src/utils/overlay_utils.py
@@ -0,0 +1,37 @@
+import cv2
+import numpy as np
+from functools import lru_cache
+
+def _clip_roi(x, y, w, h, W, H):
+    x0 = max(x, 0); y0 = max(y, 0)
+    x1 = min(x + w, W); y1 = min(y + h, H)
+    return x0, y0, x1, y1
+
+@lru_cache(maxsize=16)
+def load_rgba(path: str):
+    img = cv2.imread(path, cv2.IMREAD_UNCHANGED)
+    if img is None or img.shape[2] != 4:
+        raise ValueError(f"Overlay must be an RGBA PNG: {path}")
+    return img
+
+def overlay_rgba(bgr, rgba, x, y, target_w=None):
+    H, W = bgr.shape[:2]
+    if target_w is not None:
+        scale = target_w / rgba.shape[1]
+        new_w = max(1, int(rgba.shape[1] * scale))
+        new_h = max(1, int(rgba.shape[0] * scale))
+        rgba = cv2.resize(rgba, (new_w, new_h), interpolation=cv2.INTER_AREA)
+
+    h, w = rgba.shape[:2]
+    x0, y0, x1, y1 = _clip_roi(x, y, w, h, W, H)
+    if x1 <= x0 or y1 <= y0:
+        return bgr
+
+    ov = rgba[(y0 - y):(y1 - y), (x0 - x):(x1 - x)]
+    bg = bgr[y0:y1, x0:x1]
+
+    rgb = ov[..., :3].astype(np.float32)
+    alpha = ov[..., 3:4].astype(np.float32) / 255.0
+    out = alpha * rgb + (1 - alpha) * bg.astype(np.float32)
+    bgr[y0:y1, x0:x1] = np.clip(out, 0, 255).astype(np.uint8)
+    return bgr