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Added ability to map faces

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This commit is contained in:
james
2024-09-10 04:37:58 +05:30
parent f762b61a12
commit 397c84fa8b
6 changed files with 590 additions and 36 deletions
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308
modules/ui.py
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@@ -7,12 +7,14 @@ from PIL import Image, ImageOps
import modules.globals
import modules.metadata
from modules.face_analyser import get_one_face
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
@@ -22,6 +24,9 @@ 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
@@ -31,6 +36,11 @@ 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
@@ -102,7 +112,11 @@ def create_root(start: Callable[[], None], destroy: Callable[[], None]) -> ctk.C
# 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)
start_button = ctk.CTkButton(root, text='Start', cursor='hand2', command=lambda: select_output_path(start))
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())
@@ -111,7 +125,7 @@ def create_root(start: Callable[[], None], destroy: Callable[[], None]) -> ctk.C
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())
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')
@@ -124,6 +138,109 @@ def create_root(start: Callable[[], None], destroy: Callable[[], None]) -> ctk.C
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
@@ -147,6 +264,11 @@ 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
@@ -315,11 +437,17 @@ def update_preview(frame_number: int = 0) -> None:
update_status('Processing succeed!')
PREVIEW.deiconify()
def webcam_preview():
if modules.globals.source_path is None:
# No image selected
return
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)
@@ -340,10 +468,6 @@ def webcam_preview():
if not ret:
break
# 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))
temp_frame = frame.copy() #Create a copy of the frame
if modules.globals.live_mirror:
@@ -352,8 +476,18 @@ def webcam_preview():
if modules.globals.live_resizable:
temp_frame = fit_image_to_size(temp_frame, PREVIEW.winfo_width(), PREVIEW.winfo_height())
for frame_processor in frame_processors:
temp_frame = frame_processor.process_frame(source_image, temp_frame)
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)
@@ -367,3 +501,151 @@ def webcam_preview():
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