Merge pull request #566 from pereiraroland26/main
Added support for multiple faces
This commit is contained in:
+372
-29
@@ -19,7 +19,7 @@ if platform.system() == 'Windows' or platform.system() == 'Linux': # Windows or
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import modules.globals
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import modules.metadata
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from modules.face_analyser import get_one_face
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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
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from modules.capturer import get_video_frame, get_video_frame_total
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from modules.processors.frame.core import get_frame_processors_modules
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from modules.utilities import is_image, is_video, resolve_relative_path
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@@ -34,6 +34,22 @@ PREVIEW_MAX_WIDTH = 1200
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PREVIEW_DEFAULT_WIDTH = 960
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PREVIEW_DEFAULT_HEIGHT = 540
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POPUP_WIDTH = 750
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POPUP_HEIGHT = 810
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POPUP_SCROLL_WIDTH = 740,
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POPUP_SCROLL_HEIGHT = 700
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POPUP_LIVE_WIDTH = 900
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POPUP_LIVE_HEIGHT = 820
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POPUP_LIVE_SCROLL_WIDTH = 890,
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POPUP_LIVE_SCROLL_HEIGHT = 700
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MAPPER_PREVIEW_MAX_HEIGHT = 100
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MAPPER_PREVIEW_MAX_WIDTH = 100
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DEFAULT_BUTTON_WIDTH = 200
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DEFAULT_BUTTON_HEIGHT = 40
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RECENT_DIRECTORY_SOURCE = None
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RECENT_DIRECTORY_TARGET = None
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RECENT_DIRECTORY_OUTPUT = None
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@@ -43,6 +59,11 @@ preview_slider = None
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source_label = None
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target_label = None
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status_label = None
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popup_status_label = None
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popup_status_label_live = None
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source_label_dict = {}
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source_label_dict_live = {}
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target_label_dict_live = {}
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img_ft, vid_ft = modules.globals.file_types
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@@ -148,8 +169,12 @@ def create_root(start: Callable[[], None], destroy: Callable[[], None]) -> ctk.C
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nsfw_switch = ctk.CTkSwitch(root, text='NSFW', variable=nsfw_value, cursor='hand2', command=lambda: setattr(modules.globals, 'nsfw', nsfw_value.get()))
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nsfw_switch.place(relx=0.6, rely=0.6125)
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start_button = ctk.CTkButton(root, text='Start', cursor='hand2', command=lambda: select_output_path(start))
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start_button.place(relx=0.15, rely=0.7, relwidth=0.2, relheight=0.05)
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map_faces = ctk.BooleanVar(value=modules.globals.map_faces)
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map_faces_switch = ctk.CTkSwitch(root, text='Map faces', variable=map_faces, cursor='hand2', command=lambda: setattr(modules.globals, 'map_faces', map_faces.get()))
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map_faces_switch.place(relx=0.1, rely=0.75)
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start_button = ctk.CTkButton(root, text='Start', cursor='hand2', command=lambda: analyze_target(start, root))
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start_button.place(relx=0.15, rely=0.80, relwidth=0.2, relheight=0.05)
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stop_button = ctk.CTkButton(root, text='Destroy', cursor='hand2', command=destroy)
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stop_button.place(relx=0.4, rely=0.7, relwidth=0.2, relheight=0.05)
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@@ -157,22 +182,8 @@ def create_root(start: Callable[[], None], destroy: Callable[[], None]) -> ctk.C
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preview_button = ctk.CTkButton(root, text='Preview', cursor='hand2', command=toggle_preview)
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preview_button.place(relx=0.65, rely=0.7, relwidth=0.2, relheight=0.05)
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camera_label = ctk.CTkLabel(root, text="Select Camera:")
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camera_label.place(relx=0.4, rely=0.7525, relwidth=0.2, relheight=0.05)
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available_cameras = get_available_cameras()
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available_camera_strings = [str(cam) for cam in available_cameras]
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camera_variable = ctk.StringVar(value=available_camera_strings[0] if available_camera_strings else "No cameras found")
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camera_optionmenu = ctk.CTkOptionMenu(root, variable=camera_variable, values=available_camera_strings)
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camera_optionmenu.place(relx=0.65, rely=0.7525, relwidth=0.2, relheight=0.05)
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virtual_cam_out_value = ctk.BooleanVar(value=False)
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virtual_cam_out_switch = ctk.CTkSwitch(root, text='Virtual Cam Output (OBS)', variable=virtual_cam_out_value, cursor='hand2')
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virtual_cam_out_switch.place(relx=0.4, rely=0.805)
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live_button = ctk.CTkButton(root, text='Live', cursor='hand2', command=lambda: webcam_preview(camera_variable.get(), virtual_cam_out_value.get()))
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live_button.place(relx=0.15, rely=0.7525, relwidth=0.2, relheight=0.05)
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live_button = ctk.CTkButton(root, text='Live', cursor='hand2', command=lambda: webcam_preview(root))
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live_button.place(relx=0.40, rely=0.86, relwidth=0.2, relheight=0.05)
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status_label = ctk.CTkLabel(root, text=None, justify='center')
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status_label.place(relx=0.1, relwidth=0.8, rely=0.875)
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@@ -184,6 +195,109 @@ def create_root(start: Callable[[], None], destroy: Callable[[], None]) -> ctk.C
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return root
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def analyze_target(start: Callable[[], None], root: ctk.CTk):
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if POPUP != None and POPUP.winfo_exists():
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update_status("Please complete pop-up or close it.")
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return
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if modules.globals.map_faces:
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modules.globals.souce_target_map = []
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if is_image(modules.globals.target_path):
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update_status('Getting unique faces')
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get_unique_faces_from_target_image()
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elif is_video(modules.globals.target_path):
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update_status('Getting unique faces')
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get_unique_faces_from_target_video()
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if len(modules.globals.souce_target_map) > 0:
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create_source_target_popup(start, root, modules.globals.souce_target_map)
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else:
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update_status("No faces found in target")
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else:
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select_output_path(start)
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def create_source_target_popup(start: Callable[[], None], root: ctk.CTk, map: list) -> None:
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global POPUP, popup_status_label
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POPUP = ctk.CTkToplevel(root)
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POPUP.title("Source x Target Mapper")
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POPUP.geometry(f"{POPUP_WIDTH}x{POPUP_HEIGHT}")
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POPUP.focus()
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def on_submit_click(start):
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if has_valid_map():
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POPUP.destroy()
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select_output_path(start)
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else:
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update_pop_status("Atleast 1 source with target is required!")
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scrollable_frame = ctk.CTkScrollableFrame(POPUP, width=POPUP_SCROLL_WIDTH, height=POPUP_SCROLL_HEIGHT)
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scrollable_frame.grid(row=0, column=0, padx=0, pady=0, sticky='nsew')
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def on_button_click(map, button_num):
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map = update_popup_source(scrollable_frame, map, button_num)
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for item in map:
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id = item['id']
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button = ctk.CTkButton(scrollable_frame, text="Select source image", command=lambda id=id: on_button_click(map, id), width=DEFAULT_BUTTON_WIDTH, height=DEFAULT_BUTTON_HEIGHT)
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button.grid(row=id, column=0, padx=50, pady=10)
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x_label = ctk.CTkLabel(scrollable_frame, text=f"X", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
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x_label.grid(row=id, column=2, padx=10, pady=10)
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image = Image.fromarray(cv2.cvtColor(item['target']['cv2'], cv2.COLOR_BGR2RGB))
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image = image.resize((MAPPER_PREVIEW_MAX_WIDTH, MAPPER_PREVIEW_MAX_HEIGHT), Image.LANCZOS)
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tk_image = ctk.CTkImage(image, size=image.size)
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target_image = ctk.CTkLabel(scrollable_frame, text=f"T-{id}", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
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target_image.grid(row=id, column=3, padx=10, pady=10)
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target_image.configure(image=tk_image)
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popup_status_label = ctk.CTkLabel(POPUP, text=None, justify='center')
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popup_status_label.grid(row=1, column=0, pady=15)
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close_button = ctk.CTkButton(POPUP, text="Submit", command=lambda: on_submit_click(start))
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close_button.grid(row=2, column=0, pady=10)
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def update_popup_source(scrollable_frame: ctk.CTkScrollableFrame, map: list, button_num: int) -> list:
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global source_label_dict
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source_path = ctk.filedialog.askopenfilename(title='select an source image', initialdir=RECENT_DIRECTORY_SOURCE, filetypes=[img_ft])
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if "source" in map[button_num]:
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map[button_num].pop("source")
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source_label_dict[button_num].destroy()
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del source_label_dict[button_num]
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if source_path == "":
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return map
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else:
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cv2_img = cv2.imread(source_path)
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face = get_one_face(cv2_img)
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if face:
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x_min, y_min, x_max, y_max = face['bbox']
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map[button_num]['source'] = {
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'cv2' : cv2_img[int(y_min):int(y_max), int(x_min):int(x_max)],
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'face' : face
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}
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image = Image.fromarray(cv2.cvtColor(map[button_num]['source']['cv2'], cv2.COLOR_BGR2RGB))
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image = image.resize((MAPPER_PREVIEW_MAX_WIDTH, MAPPER_PREVIEW_MAX_HEIGHT), Image.LANCZOS)
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tk_image = ctk.CTkImage(image, size=image.size)
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source_image = ctk.CTkLabel(scrollable_frame, text=f"S-{button_num}", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
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source_image.grid(row=button_num, column=1, padx=10, pady=10)
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source_image.configure(image=tk_image)
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source_label_dict[button_num] = source_image
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else:
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update_pop_status("Face could not be detected in last upload!")
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return map
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def create_preview(parent: ctk.CTk) -> ctk.CTkToplevel:
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global preview_label, preview_slider
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@@ -206,6 +320,11 @@ def update_status(text: str) -> None:
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status_label.configure(text=text)
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ROOT.update()
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def update_pop_status(text: str) -> None:
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popup_status_label.configure(text=text)
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def update_pop_live_status(text: str) -> None:
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popup_status_label_live.configure(text=text)
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def update_tumbler(var: str, value: bool) -> None:
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modules.globals.fp_ui[var] = value
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@@ -394,10 +513,75 @@ def fit_image_to_size(image, width: int, height: int):
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new_size = (int(ratio * w), int(ratio * h))
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return cv2.resize(image, dsize=new_size)
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def webcam_preview(camera_name: str, virtual_cam_output: bool):
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if modules.globals.source_path is None:
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return
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def render_image_preview(image_path: str, size: Tuple[int, int]) -> ctk.CTkImage:
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image = Image.open(image_path)
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if size:
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image = ImageOps.fit(image, size, Image.LANCZOS)
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return ctk.CTkImage(image, size=image.size)
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def render_video_preview(video_path: str, size: Tuple[int, int], frame_number: int = 0) -> ctk.CTkImage:
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capture = cv2.VideoCapture(video_path)
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if frame_number:
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capture.set(cv2.CAP_PROP_POS_FRAMES, frame_number)
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has_frame, frame = capture.read()
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if has_frame:
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image = Image.fromarray(cv2.cvtColor(frame, cv2.COLOR_BGR2RGB))
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if size:
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image = ImageOps.fit(image, size, Image.LANCZOS)
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return ctk.CTkImage(image, size=image.size)
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capture.release()
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cv2.destroyAllWindows()
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def toggle_preview() -> None:
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if PREVIEW.state() == 'normal':
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PREVIEW.withdraw()
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elif modules.globals.source_path and modules.globals.target_path:
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init_preview()
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update_preview()
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def init_preview() -> None:
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if is_image(modules.globals.target_path):
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preview_slider.pack_forget()
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if is_video(modules.globals.target_path):
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video_frame_total = get_video_frame_total(modules.globals.target_path)
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preview_slider.configure(to=video_frame_total)
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preview_slider.pack(fill='x')
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preview_slider.set(0)
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def update_preview(frame_number: int = 0) -> None:
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if modules.globals.source_path and modules.globals.target_path:
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update_status('Processing...')
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temp_frame = get_video_frame(modules.globals.target_path, frame_number)
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if modules.globals.nsfw_filter and check_and_ignore_nsfw(temp_frame):
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return
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for frame_processor in get_frame_processors_modules(modules.globals.frame_processors):
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temp_frame = frame_processor.process_frame(
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get_one_face(cv2.imread(modules.globals.source_path)),
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temp_frame
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)
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image = Image.fromarray(cv2.cvtColor(temp_frame, cv2.COLOR_BGR2RGB))
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image = ImageOps.contain(image, (PREVIEW_MAX_WIDTH, PREVIEW_MAX_HEIGHT), Image.LANCZOS)
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image = ctk.CTkImage(image, size=image.size)
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preview_label.configure(image=image)
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update_status('Processing succeed!')
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PREVIEW.deiconify()
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def webcam_preview(root: ctk.CTk):
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if not modules.globals.map_faces:
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if modules.globals.source_path is None:
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# No image selected
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return
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create_webcam_preview()
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else:
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modules.globals.souce_target_map = []
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create_source_target_popup_for_webcam(root, modules.globals.souce_target_map)
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def create_webcam_preview():
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global preview_label, PREVIEW
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WIDTH = 960
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@@ -440,11 +624,7 @@ def webcam_preview(camera_name: str, virtual_cam_output: bool):
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while preview_running:
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preview_running = webcam_preview_loop(camera, source_image, frame_processors, virtual_cam)
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while preview_running:
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preview_running = webcam_preview_loop(camera, source_image, frame_processors)
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if camera: camera.release()
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PREVIEW.withdraw()
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temp_frame = frame.copy() #Create a copy of the frame
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def get_camera_index_by_name(camera_name: str) -> int:
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@@ -459,6 +639,18 @@ def get_camera_index_by_name(camera_name: str) -> int:
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return get_available_cameras().index(camera_name)
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return -1
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if not modules.globals.map_faces:
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# Select and save face image only once
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if source_image is None and modules.globals.source_path:
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source_image = get_one_face(cv2.imread(modules.globals.source_path))
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for frame_processor in frame_processors:
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temp_frame = frame_processor.process_frame(source_image, temp_frame)
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else:
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modules.globals.target_path = None
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for frame_processor in frame_processors:
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temp_frame = frame_processor.process_frame_v2(temp_frame)
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def get_available_cameras():
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"""Get available camera names (cross-platform)."""
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@@ -490,5 +682,156 @@ def get_available_cameras():
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cap.release()
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index += 1
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available_cameras = devices
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return available_cameras
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if PREVIEW.state() == 'withdrawn':
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break
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camera.release()
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PREVIEW.withdraw() # Close preview window when loop is finished
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def create_source_target_popup_for_webcam(root: ctk.CTk, map: list) -> None:
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global POPUP_LIVE, popup_status_label_live
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POPUP_LIVE = ctk.CTkToplevel(root)
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POPUP_LIVE.title("Source x Target Mapper")
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POPUP_LIVE.geometry(f"{POPUP_LIVE_WIDTH}x{POPUP_LIVE_HEIGHT}")
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POPUP_LIVE.focus()
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def on_submit_click():
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if has_valid_map():
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POPUP_LIVE.destroy()
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simplify_maps()
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create_webcam_preview()
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else:
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update_pop_live_status("Atleast 1 source with target is required!")
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def on_add_click():
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add_blank_map()
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refresh_data(map)
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update_pop_live_status("Please provide mapping!")
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popup_status_label_live = ctk.CTkLabel(POPUP_LIVE, text=None, justify='center')
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popup_status_label_live.grid(row=1, column=0, pady=15)
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add_button = ctk.CTkButton(POPUP_LIVE, text="Add", command=lambda: on_add_click())
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add_button.place(relx=0.2, rely=0.92, relwidth=0.2, relheight=0.05)
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close_button = ctk.CTkButton(POPUP_LIVE, text="Submit", command=lambda: on_submit_click())
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close_button.place(relx=0.6, rely=0.92, relwidth=0.2, relheight=0.05)
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def refresh_data(map: list):
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global POPUP_LIVE
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scrollable_frame = ctk.CTkScrollableFrame(POPUP_LIVE, width=POPUP_LIVE_SCROLL_WIDTH, height=POPUP_LIVE_SCROLL_HEIGHT)
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scrollable_frame.grid(row=0, column=0, padx=0, pady=0, sticky='nsew')
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def on_sbutton_click(map, button_num):
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map = update_webcam_source(scrollable_frame, map, button_num)
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def on_tbutton_click(map, button_num):
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map = update_webcam_target(scrollable_frame, map, button_num)
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for item in map:
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id = item['id']
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button = ctk.CTkButton(scrollable_frame, text="Select source image", command=lambda id=id: on_sbutton_click(map, id), width=DEFAULT_BUTTON_WIDTH, height=DEFAULT_BUTTON_HEIGHT)
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button.grid(row=id, column=0, padx=30, pady=10)
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x_label = ctk.CTkLabel(scrollable_frame, text=f"X", width=MAPPER_PREVIEW_MAX_WIDTH, height=MAPPER_PREVIEW_MAX_HEIGHT)
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x_label.grid(row=id, column=2, padx=10, pady=10)
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||||
|
||||
button = ctk.CTkButton(scrollable_frame, text="Select target image", command=lambda id=id: on_tbutton_click(map, id), width=DEFAULT_BUTTON_WIDTH, height=DEFAULT_BUTTON_HEIGHT)
|
||||
button.grid(row=id, column=3, padx=20, 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=20, 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=20, 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
|
||||
|
||||
|
||||
Reference in New Issue
Block a user