Deep-Live-Cam/modules/ui.py

import os
import webbrowser
import customtkinter as ctk
from typing import Callable, Tuple
import cv2
from PIL import Image, ImageOps

import modules.globals
import modules.metadata
from modules.face_analyser import get_one_face, get_unique_faces_from_target_image, get_unique_faces_from_target_video, add_blank_map, has_valid_map, simplify_maps
from modules.capturer import get_video_frame, get_video_frame_total
from modules.processors.frame.core import get_frame_processors_modules
from modules.utilities import is_image, is_video, resolve_relative_path, has_image_extension

ROOT = None
POPUP = None
POPUP_LIVE = None
ROOT_HEIGHT = 700
ROOT_WIDTH = 600

PREVIEW = None
PREVIEW_MAX_HEIGHT = 700
PREVIEW_MAX_WIDTH  = 1200
PREVIEW_DEFAULT_WIDTH  = 960
PREVIEW_DEFAULT_HEIGHT = 540

MAPPER_PREVIEW_MAX_HEIGHT = 100
MAPPER_PREVIEW_MAX_WIDTH = 100

RECENT_DIRECTORY_SOURCE = None
RECENT_DIRECTORY_TARGET = None
RECENT_DIRECTORY_OUTPUT = None

preview_label = None
preview_slider = None
source_label = None
target_label = None
status_label = None
popup_status_label = None
popup_status_label_live = None
source_label_dict = {}
source_label_dict_live = {}
target_label_dict_live = {}

img_ft, vid_ft = modules.globals.file_types


def init(start: Callable[[], None], destroy: Callable[[], None]) -> ctk.CTk:
    global ROOT, PREVIEW

    ROOT = create_root(start, destroy)
    PREVIEW = create_preview(ROOT)

    return ROOT


def create_root(start: Callable[[], None], destroy: Callable[[], None]) -> ctk.CTk:
    global source_label, target_label, status_label

    ctk.deactivate_automatic_dpi_awareness()
    ctk.set_appearance_mode('system')
    ctk.set_default_color_theme(resolve_relative_path('ui.json'))

    root = ctk.CTk()
    root.minsize(ROOT_WIDTH, ROOT_HEIGHT)
    root.title(f'{modules.metadata.name} {modules.metadata.version} {modules.metadata.edition}')
    root.configure()
    root.protocol('WM_DELETE_WINDOW', lambda: destroy())

    source_label = ctk.CTkLabel(root, text=None)
    source_label.place(relx=0.1, rely=0.1, relwidth=0.3, relheight=0.25)

    target_label = ctk.CTkLabel(root, text=None)
    target_label.place(relx=0.6, rely=0.1, relwidth=0.3, relheight=0.25)

    select_face_button = ctk.CTkButton(root, text='Select a face', cursor='hand2', command=lambda: select_source_path())
    select_face_button.place(relx=0.1, rely=0.4, relwidth=0.3, relheight=0.1)

    swap_faces_button = ctk.CTkButton(root, text='↔', cursor='hand2', command=lambda: swap_faces_paths())
    swap_faces_button.place(relx=0.45, rely=0.4, relwidth=0.1, relheight=0.1)

    select_target_button = ctk.CTkButton(root, text='Select a target', cursor='hand2', command=lambda: select_target_path())
    select_target_button.place(relx=0.6, rely=0.4, relwidth=0.3, relheight=0.1)

    keep_fps_value = ctk.BooleanVar(value=modules.globals.keep_fps)
    keep_fps_checkbox = ctk.CTkSwitch(root, text='Keep fps', variable=keep_fps_value, cursor='hand2', command=lambda: setattr(modules.globals, 'keep_fps', not modules.globals.keep_fps))
    keep_fps_checkbox.place(relx=0.1, rely=0.6)

    keep_frames_value = ctk.BooleanVar(value=modules.globals.keep_frames)
    keep_frames_switch = ctk.CTkSwitch(root, text='Keep frames', variable=keep_frames_value, cursor='hand2', command=lambda: setattr(modules.globals, 'keep_frames', keep_frames_value.get()))
    keep_frames_switch.place(relx=0.1, rely=0.65)

    # for FRAME PROCESSOR ENHANCER tumbler:
    enhancer_value = ctk.BooleanVar(value=modules.globals.fp_ui['face_enhancer'])
    enhancer_switch = ctk.CTkSwitch(root, text='Face Enhancer', variable=enhancer_value, cursor='hand2', command=lambda: update_tumbler('face_enhancer',enhancer_value.get()))
    enhancer_switch.place(relx=0.1, rely=0.7)

    keep_audio_value = ctk.BooleanVar(value=modules.globals.keep_audio)
    keep_audio_switch = ctk.CTkSwitch(root, text='Keep audio', variable=keep_audio_value, cursor='hand2', command=lambda: setattr(modules.globals, 'keep_audio', keep_audio_value.get()))
    keep_audio_switch.place(relx=0.6, rely=0.6)

    many_faces_value = ctk.BooleanVar(value=modules.globals.many_faces)
    many_faces_switch = ctk.CTkSwitch(root, text='Many faces', variable=many_faces_value, cursor='hand2', command=lambda: setattr(modules.globals, 'many_faces', many_faces_value.get()))
    many_faces_switch.place(relx=0.6, rely=0.65)

    # Add color correction toggle button
    color_correction_value = ctk.BooleanVar(value=modules.globals.color_correction)
    color_correction_switch = ctk.CTkSwitch(root, text='Fix Blueish Cam\n(force cv2 to use RGB instead of BGR)', variable=color_correction_value, cursor='hand2', command=lambda: setattr(modules.globals, 'color_correction', color_correction_value.get()))
    color_correction_switch.place(relx=0.6, rely=0.70)

#    nsfw_value = ctk.BooleanVar(value=modules.globals.nsfw_filter)
#    nsfw_switch = ctk.CTkSwitch(root, text='NSFW filter', variable=nsfw_value, cursor='hand2', command=lambda: setattr(modules.globals, 'nsfw_filter', nsfw_value.get()))
#    nsfw_switch.place(relx=0.6, rely=0.7)

    map_faces = ctk.BooleanVar(value=modules.globals.map_faces)
    map_faces_switch = ctk.CTkSwitch(root, text='Map faces', variable=map_faces, cursor='hand2', command=lambda: setattr(modules.globals, 'map_faces', map_faces.get()))
    map_faces_switch.place(relx=0.1, rely=0.75)

    start_button = ctk.CTkButton(root, text='Start', cursor='hand2', command=lambda: analyze_target(start, root))
    start_button.place(relx=0.15, rely=0.80, relwidth=0.2, relheight=0.05)

    stop_button = ctk.CTkButton(root, text='Destroy', cursor='hand2', command=lambda: destroy())
    stop_button.place(relx=0.4, rely=0.80, relwidth=0.2, relheight=0.05)

    preview_button = ctk.CTkButton(root, text='Preview', cursor='hand2', command=lambda: toggle_preview())
    preview_button.place(relx=0.65, rely=0.80, relwidth=0.2, relheight=0.05)

    live_button = ctk.CTkButton(root, text='Live', cursor='hand2', command=lambda: webcam_preview(root))
    live_button.place(relx=0.40, rely=0.86, relwidth=0.2, relheight=0.05)

    status_label = ctk.CTkLabel(root, text=None, justify='center')
    status_label.place(relx=0.1, rely=0.9, relwidth=0.8)

    donate_label = ctk.CTkLabel(root, text='Deep Live Cam', justify='center', cursor='hand2')
    donate_label.place(relx=0.1, rely=0.95, relwidth=0.8)
    donate_label.configure(text_color=ctk.ThemeManager.theme.get('URL').get('text_color'))
    donate_label.bind('<Button>', lambda event: webbrowser.open('https://paypal.me/hacksider'))

    return root

def analyze_target(start: Callable[[], None], root: ctk.CTk):
    if POPUP != None and POPUP.winfo_exists():
        update_status("Please complete pop-up or close it.")
        return

    if modules.globals.map_faces:
        modules.globals.souce_target_map = []

        if is_image(modules.globals.target_path):
            update_status('Getting unique faces')
            get_unique_faces_from_target_image()
        elif is_video(modules.globals.target_path):
            update_status('Getting unique faces')
            get_unique_faces_from_target_video()

        if len(modules.globals.souce_target_map) > 0:
            create_source_target_popup(start, root, modules.globals.souce_target_map)
        else:
            update_status("No faces found in target")
    else:
        select_output_path(start)

def create_source_target_popup(start: Callable[[], None], root: ctk.CTk, map: list) -> None:
    global POPUP, popup_status_label

    POPUP = ctk.CTkToplevel(root)
    POPUP.title("Source x Target Mapper")
    POPUP.geometry(f"{ROOT_WIDTH+150}x{ROOT_HEIGHT+110}")
    POPUP.focus()

    def on_submit_click(start):
        if has_valid_map():
            POPUP.destroy()
            select_output_path(start)
        else:
            update_pop_status("Atleast 1 source with target is required!")

    scrollable_frame = ctk.CTkScrollableFrame(POPUP, width=ROOT_WIDTH+140, height=ROOT_HEIGHT)
    scrollable_frame.grid(row=0, column=0, padx=0, pady=0, sticky='nsew')

    def on_button_click(map, button_num):
        map = update_popup_source(scrollable_frame, map, button_num)

    for item in map:
        id = item['id']

        button = ctk.CTkButton(scrollable_frame, text="Select source image", command=lambda id=id: on_button_click(map, id))
        button.grid(row=id, column=0, padx=50, pady=10)

        x_label = ctk.CTkLabel(scrollable_frame, text=f"X", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
        x_label.grid(row=id, column=2, padx=10, pady=10)

        image = Image.fromarray(cv2.cvtColor(item['target']['cv2'], cv2.COLOR_BGR2RGB))
        image = image.resize((MAPPER_PREVIEW_MAX_WIDTH, MAPPER_PREVIEW_MAX_HEIGHT), Image.LANCZOS)
        tk_image = ctk.CTkImage(image, size=image.size)

        target_image = ctk.CTkLabel(scrollable_frame, text=f"T-{id}", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
        target_image.grid(row=id, column=3, padx=10, pady=10)
        target_image.configure(image=tk_image)

    popup_status_label = ctk.CTkLabel(POPUP, text=None, justify='center')
    popup_status_label.grid(row=1, column=0, pady=15)

    close_button = ctk.CTkButton(POPUP, text="Submit", command=lambda: on_submit_click(start))
    close_button.grid(row=2, column=0, pady=10)


def update_popup_source(scrollable_frame: ctk.CTkScrollableFrame, map: list, button_num: int) -> list:
    global source_label_dict

    source_path = ctk.filedialog.askopenfilename(title='select an source image', initialdir=RECENT_DIRECTORY_SOURCE, filetypes=[img_ft])

    if "source" in map[button_num]:
        map[button_num].pop("source")
        source_label_dict[button_num].destroy()
        del source_label_dict[button_num]
        
    if source_path == "":
        return map
    else:
        cv2_img = cv2.imread(source_path)
        face = get_one_face(cv2_img)

        if face:
            x_min, y_min, x_max, y_max = face['bbox']

            map[button_num]['source'] = {
                'cv2' : cv2_img[int(y_min):int(y_max), int(x_min):int(x_max)],
                'face' : face
                }
            
            image = Image.fromarray(cv2.cvtColor(map[button_num]['source']['cv2'], cv2.COLOR_BGR2RGB))
            image = image.resize((MAPPER_PREVIEW_MAX_WIDTH, MAPPER_PREVIEW_MAX_HEIGHT), Image.LANCZOS)
            tk_image = ctk.CTkImage(image, size=image.size)
            
            source_image = ctk.CTkLabel(scrollable_frame, text=f"S-{button_num}", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
            source_image.grid(row=button_num, column=1, padx=10, pady=10)
            source_image.configure(image=tk_image)
            source_label_dict[button_num] = source_image
        else:
            update_pop_status("Face could not be detected in last upload!")
        return map


def create_preview(parent: ctk.CTkToplevel) -> ctk.CTkToplevel:
    global preview_label, preview_slider

    preview = ctk.CTkToplevel(parent)
    preview.withdraw()
    preview.title('Preview')
    preview.configure()
    preview.protocol('WM_DELETE_WINDOW', lambda: toggle_preview())
    preview.resizable(width=True, height=True)

    preview_label = ctk.CTkLabel(preview, text=None)
    preview_label.pack(fill='both', expand=True)

    preview_slider = ctk.CTkSlider(preview, from_=0, to=0, command=lambda frame_value: update_preview(frame_value))

    return preview


def update_status(text: str) -> None:
    status_label.configure(text=text)
    ROOT.update()

def update_pop_status(text: str) -> None:
    popup_status_label.configure(text=text)

def update_pop_live_status(text: str) -> None:
    popup_status_label_live.configure(text=text)

def update_tumbler(var: str, value: bool) -> None:
    modules.globals.fp_ui[var] = value


def select_source_path() -> None:
    global RECENT_DIRECTORY_SOURCE, img_ft, vid_ft

    PREVIEW.withdraw()
    source_path = ctk.filedialog.askopenfilename(title='select an source image', initialdir=RECENT_DIRECTORY_SOURCE, filetypes=[img_ft])
    if is_image(source_path):
        modules.globals.source_path = source_path
        RECENT_DIRECTORY_SOURCE = os.path.dirname(modules.globals.source_path)
        image = render_image_preview(modules.globals.source_path, (200, 200))
        source_label.configure(image=image)
    else:
        modules.globals.source_path = None
        source_label.configure(image=None)


def swap_faces_paths() -> None:
    global RECENT_DIRECTORY_SOURCE, RECENT_DIRECTORY_TARGET

    source_path = modules.globals.source_path
    target_path = modules.globals.target_path

    if not is_image(source_path) or not is_image(target_path):
        return

    modules.globals.source_path = target_path
    modules.globals.target_path = source_path

    RECENT_DIRECTORY_SOURCE = os.path.dirname(modules.globals.source_path)
    RECENT_DIRECTORY_TARGET = os.path.dirname(modules.globals.target_path)

    PREVIEW.withdraw()

    source_image = render_image_preview(modules.globals.source_path, (200, 200))
    source_label.configure(image=source_image)

    target_image = render_image_preview(modules.globals.target_path, (200, 200))
    target_label.configure(image=target_image)


def select_target_path() -> None:
    global RECENT_DIRECTORY_TARGET, img_ft, vid_ft

    PREVIEW.withdraw()
    target_path = ctk.filedialog.askopenfilename(title='select an target image or video', initialdir=RECENT_DIRECTORY_TARGET, filetypes=[img_ft, vid_ft])
    if is_image(target_path):
        modules.globals.target_path = target_path
        RECENT_DIRECTORY_TARGET = os.path.dirname(modules.globals.target_path)
        image = render_image_preview(modules.globals.target_path, (200, 200))
        target_label.configure(image=image)
    elif is_video(target_path):
        modules.globals.target_path = target_path
        RECENT_DIRECTORY_TARGET = os.path.dirname(modules.globals.target_path)
        video_frame = render_video_preview(target_path, (200, 200))
        target_label.configure(image=video_frame)
    else:
        modules.globals.target_path = None
        target_label.configure(image=None)


def select_output_path(start: Callable[[], None]) -> None:
    global RECENT_DIRECTORY_OUTPUT, img_ft, vid_ft

    if is_image(modules.globals.target_path):
        output_path = ctk.filedialog.asksaveasfilename(title='save image output file', filetypes=[img_ft], defaultextension='.png', initialfile='output.png', initialdir=RECENT_DIRECTORY_OUTPUT)
    elif is_video(modules.globals.target_path):
        output_path = ctk.filedialog.asksaveasfilename(title='save video output file', filetypes=[vid_ft], defaultextension='.mp4', initialfile='output.mp4', initialdir=RECENT_DIRECTORY_OUTPUT)
    else:
        output_path = None
    if output_path:
        modules.globals.output_path = output_path
        RECENT_DIRECTORY_OUTPUT = os.path.dirname(modules.globals.output_path)
        start()


def check_and_ignore_nsfw(target, destroy: Callable = None) -> bool:
    ''' Check if the target is NSFW.
    TODO: Consider to make blur the target.
    '''
    from numpy import ndarray
    from modules.predicter import predict_image, predict_video, predict_frame
    if type(target) is str: # image/video file path
        check_nsfw = predict_image if has_image_extension(target) else predict_video
    elif type(target) is ndarray: # frame object
        check_nsfw = predict_frame
    if check_nsfw and check_nsfw(target):
        if destroy: destroy(to_quit=False) # Do not need to destroy the window frame if the target is NSFW
        update_status('Processing ignored!')
        return True
    else: return False


def fit_image_to_size(image, width: int, height: int):
    if width is None and height is None:
      return image
    h, w, _ = image.shape
    ratio_h = 0.0
    ratio_w = 0.0
    if width > height:
        ratio_h = height / h
    else:
        ratio_w = width  / w
    ratio = max(ratio_w, ratio_h)
    new_size = (int(ratio * w), int(ratio * h))
    return cv2.resize(image, dsize=new_size)


def render_image_preview(image_path: str, size: Tuple[int, int]) -> ctk.CTkImage:
    image = Image.open(image_path)
    if size:
        image = ImageOps.fit(image, size, Image.LANCZOS)
    return ctk.CTkImage(image, size=image.size)


def render_video_preview(video_path: str, size: Tuple[int, int], frame_number: int = 0) -> ctk.CTkImage:
    capture = cv2.VideoCapture(video_path)
    if frame_number:
        capture.set(cv2.CAP_PROP_POS_FRAMES, frame_number)
    has_frame, frame = capture.read()
    if has_frame:
        image = Image.fromarray(cv2.cvtColor(frame, cv2.COLOR_BGR2RGB))
        if size:
            image = ImageOps.fit(image, size, Image.LANCZOS)
        return ctk.CTkImage(image, size=image.size)
    capture.release()
    cv2.destroyAllWindows()


def toggle_preview() -> None:
    if PREVIEW.state() == 'normal':
        PREVIEW.withdraw()
    elif modules.globals.source_path and modules.globals.target_path:
        init_preview()
        update_preview()


def init_preview() -> None:
    if is_image(modules.globals.target_path):
        preview_slider.pack_forget()
    if is_video(modules.globals.target_path):
        video_frame_total = get_video_frame_total(modules.globals.target_path)
        preview_slider.configure(to=video_frame_total)
        preview_slider.pack(fill='x')
        preview_slider.set(0)


def update_preview(frame_number: int = 0) -> None:
    if modules.globals.source_path and modules.globals.target_path:
        update_status('Processing...')
        temp_frame = get_video_frame(modules.globals.target_path, frame_number)
        if modules.globals.nsfw_filter and check_and_ignore_nsfw(temp_frame):
            return
        for frame_processor in get_frame_processors_modules(modules.globals.frame_processors):
            temp_frame = frame_processor.process_frame(
                get_one_face(cv2.imread(modules.globals.source_path)),
                temp_frame
            )
        image = Image.fromarray(cv2.cvtColor(temp_frame, cv2.COLOR_BGR2RGB))
        image = ImageOps.contain(image, (PREVIEW_MAX_WIDTH, PREVIEW_MAX_HEIGHT), Image.LANCZOS)
        image = ctk.CTkImage(image, size=image.size)
        preview_label.configure(image=image)
        update_status('Processing succeed!')
        PREVIEW.deiconify()

def webcam_preview(root: ctk.CTk):
    if not modules.globals.map_faces:
        if modules.globals.source_path is None:
            # No image selected
            return
        create_webcam_preview()
    else:
        modules.globals.souce_target_map = []
        create_source_target_popup_for_webcam(root, modules.globals.souce_target_map)

def create_webcam_preview():
    global preview_label, PREVIEW

    camera = cv2.VideoCapture(0)                                    # Use index for the webcam (adjust the index accordingly if necessary)    
    camera.set(cv2.CAP_PROP_FRAME_WIDTH, PREVIEW_DEFAULT_WIDTH)     # Set the width of the resolution
    camera.set(cv2.CAP_PROP_FRAME_HEIGHT, PREVIEW_DEFAULT_HEIGHT)   # Set the height of the resolution
    camera.set(cv2.CAP_PROP_FPS, 60)                                # Set the frame rate of the webcam

    preview_label.configure(width=PREVIEW_DEFAULT_WIDTH, height=PREVIEW_DEFAULT_HEIGHT)  # Reset the preview image before startup

    PREVIEW.deiconify()  # Open preview window

    frame_processors = get_frame_processors_modules(modules.globals.frame_processors)

    source_image = None  # Initialize variable for the selected face image

    while camera:
        ret, frame = camera.read()
        if not ret:
            break

        temp_frame = frame.copy()  #Create a copy of the frame

        if modules.globals.live_mirror:
            temp_frame = cv2.flip(temp_frame, 1) # horizontal flipping

        if modules.globals.live_resizable:
            temp_frame = fit_image_to_size(temp_frame, PREVIEW.winfo_width(), PREVIEW.winfo_height())

        if not modules.globals.map_faces:
            # Select and save face image only once
            if source_image is None and modules.globals.source_path:
                source_image = get_one_face(cv2.imread(modules.globals.source_path))

            for frame_processor in frame_processors:
                    temp_frame = frame_processor.process_frame(source_image, temp_frame)
        else:
            modules.globals.target_path = None

            for frame_processor in frame_processors:
                temp_frame = frame_processor.process_frame_v2(temp_frame)

        image = cv2.cvtColor(temp_frame, cv2.COLOR_BGR2RGB)  # Convert the image to RGB format to display it with Tkinter
        image = Image.fromarray(image)
        image = ImageOps.contain(image, (temp_frame.shape[1], temp_frame.shape[0]), Image.LANCZOS)
        image = ctk.CTkImage(image, size=image.size)
        preview_label.configure(image=image)
        ROOT.update()

        if PREVIEW.state() == 'withdrawn':
            break

    camera.release()
    PREVIEW.withdraw()  # Close preview window when loop is finished


def create_source_target_popup_for_webcam(root: ctk.CTk, map: list) -> None:
    global POPUP_LIVE, popup_status_label_live

    POPUP_LIVE = ctk.CTkToplevel(root)
    POPUP_LIVE.title("Source x Target Mapper")
    POPUP_LIVE.geometry(f"{ROOT_WIDTH+350}x{ROOT_HEIGHT+120}")
    POPUP_LIVE.focus()

    def on_submit_click():
        if has_valid_map():
            POPUP_LIVE.destroy()
            simplify_maps()
            create_webcam_preview()
        else:
            update_pop_live_status("Atleast 1 source with target is required!")

    def on_add_click():
        add_blank_map()
        refresh_data(map)
        update_pop_live_status("Please provide mapping!")

    popup_status_label_live = ctk.CTkLabel(POPUP_LIVE, text=None, justify='center')
    popup_status_label_live.grid(row=1, column=0, pady=15)

    add_button = ctk.CTkButton(POPUP_LIVE, text="Add", command=lambda: on_add_click())
    add_button.place(relx=0.2, rely=0.92, relwidth=0.2, relheight=0.05)

    close_button = ctk.CTkButton(POPUP_LIVE, text="Submit", command=lambda: on_submit_click())
    close_button.place(relx=0.6, rely=0.92, relwidth=0.2, relheight=0.05)


def refresh_data(map: list):
    global POPUP_LIVE

    scrollable_frame = ctk.CTkScrollableFrame(POPUP_LIVE, width=ROOT_WIDTH+340, height=ROOT_HEIGHT)
    scrollable_frame.grid(row=0, column=0, padx=0, pady=0, sticky='nsew')

    def on_sbutton_click(map, button_num):
        map = update_webcam_source(scrollable_frame, map, button_num)

    def on_tbutton_click(map, button_num):
        map = update_webcam_target(scrollable_frame, map, button_num)

    for item in map:
        id = item['id']

        button = ctk.CTkButton(scrollable_frame, text="Select source image", command=lambda id=id: on_sbutton_click(map, id))
        button.grid(row=id, column=0, padx=50, pady=10)

        x_label = ctk.CTkLabel(scrollable_frame, text=f"X", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
        x_label.grid(row=id, column=2, padx=10, pady=10)

        button = ctk.CTkButton(scrollable_frame, text="Select target image", command=lambda id=id: on_tbutton_click(map, id))
        button.grid(row=id, column=3, padx=40, pady=10)

        if "source" in item:
            image = Image.fromarray(cv2.cvtColor(item['source']['cv2'], cv2.COLOR_BGR2RGB))
            image = image.resize((MAPPER_PREVIEW_MAX_WIDTH, MAPPER_PREVIEW_MAX_HEIGHT), Image.LANCZOS)
            tk_image = ctk.CTkImage(image, size=image.size)

            source_image = ctk.CTkLabel(scrollable_frame, text=f"S-{id}", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
            source_image.grid(row=id, column=1, padx=10, pady=10)
            source_image.configure(image=tk_image)

        if "target" in item:
            image = Image.fromarray(cv2.cvtColor(item['target']['cv2'], cv2.COLOR_BGR2RGB))
            image = image.resize((MAPPER_PREVIEW_MAX_WIDTH, MAPPER_PREVIEW_MAX_HEIGHT), Image.LANCZOS)
            tk_image = ctk.CTkImage(image, size=image.size)

            target_image = ctk.CTkLabel(scrollable_frame, text=f"T-{id}", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
            target_image.grid(row=id, column=4, padx=10, pady=10)
            target_image.configure(image=tk_image)


def update_webcam_source(scrollable_frame: ctk.CTkScrollableFrame, map: list, button_num: int) -> list:
    global source_label_dict_live

    source_path = ctk.filedialog.askopenfilename(title='select an source image', initialdir=RECENT_DIRECTORY_SOURCE, filetypes=[img_ft])

    if "source" in map[button_num]:
        map[button_num].pop("source")
        source_label_dict_live[button_num].destroy()
        del source_label_dict_live[button_num]
        
    if source_path == "":
        return map
    else:
        cv2_img = cv2.imread(source_path)
        face = get_one_face(cv2_img)

        if face:
            x_min, y_min, x_max, y_max = face['bbox']

            map[button_num]['source'] = {
                'cv2' : cv2_img[int(y_min):int(y_max), int(x_min):int(x_max)],
                'face' : face
                }
            
            image = Image.fromarray(cv2.cvtColor(map[button_num]['source']['cv2'], cv2.COLOR_BGR2RGB))
            image = image.resize((MAPPER_PREVIEW_MAX_WIDTH, MAPPER_PREVIEW_MAX_HEIGHT), Image.LANCZOS)
            tk_image = ctk.CTkImage(image, size=image.size)
            
            source_image = ctk.CTkLabel(scrollable_frame, text=f"S-{button_num}", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
            source_image.grid(row=button_num, column=1, padx=10, pady=10)
            source_image.configure(image=tk_image)
            source_label_dict_live[button_num] = source_image
        else:
            update_pop_live_status("Face could not be detected in last upload!")
        return map
    
def update_webcam_target(scrollable_frame: ctk.CTkScrollableFrame, map: list, button_num: int) -> list:
    global target_label_dict_live

    target_path = ctk.filedialog.askopenfilename(title='select an target image', initialdir=RECENT_DIRECTORY_SOURCE, filetypes=[img_ft])

    if "target" in map[button_num]:
        map[button_num].pop("target")
        target_label_dict_live[button_num].destroy()
        del target_label_dict_live[button_num]
        
    if target_path == "":
        return map
    else:
        cv2_img = cv2.imread(target_path)
        face = get_one_face(cv2_img)

        if face:
            x_min, y_min, x_max, y_max = face['bbox']

            map[button_num]['target'] = {
                'cv2' : cv2_img[int(y_min):int(y_max), int(x_min):int(x_max)],
                'face' : face
                }
            
            image = Image.fromarray(cv2.cvtColor(map[button_num]['target']['cv2'], cv2.COLOR_BGR2RGB))
            image = image.resize((MAPPER_PREVIEW_MAX_WIDTH, MAPPER_PREVIEW_MAX_HEIGHT), Image.LANCZOS)
            tk_image = ctk.CTkImage(image, size=image.size)
            
            target_image = ctk.CTkLabel(scrollable_frame, text=f"T-{button_num}", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
            target_image.grid(row=button_num, column=4, padx=10, pady=10)
            target_image.configure(image=tk_image)
            target_label_dict_live[button_num] = target_image
        else:
            update_pop_live_status("Face could not be detected in last upload!")
        return map