added new XSegEditor !
here new whole_face + XSeg workflow: with XSeg model you can train your own mask segmentator for dst(and/or src) faces that will be used by the merger for whole_face. Instead of using a pretrained segmentator model (which does not exist), you control which part of faces should be masked. new scripts: 5.XSeg) data_dst edit masks.bat 5.XSeg) data_src edit masks.bat 5.XSeg) train.bat Usage: unpack dst faceset if packed run 5.XSeg) data_dst edit masks.bat Read tooltips on the buttons (en/ru/zn languages are supported) mask the face using include or exclude polygon mode. repeat for 50/100 faces, !!! you don't need to mask every frame of dst only frames where the face is different significantly, for example: closed eyes changed head direction changed light the more various faces you mask, the more quality you will get Start masking from the upper left area and follow the clockwise direction. Keep the same logic of masking for all frames, for example: the same approximated jaw line of the side faces, where the jaw is not visible the same hair line Mask the obstructions using exclude polygon mode. run XSeg) train.bat train the model Check the faces of 'XSeg dst faces' preview. if some faces have wrong or glitchy mask, then repeat steps: run edit find these glitchy faces and mask them train further or restart training from scratch Restart training of XSeg model is only possible by deleting all 'model\XSeg_*' files. If you want to get the mask of the predicted face (XSeg-prd mode) in merger, you should repeat the same steps for src faceset. New mask modes available in merger for whole_face: XSeg-prd - XSeg mask of predicted face -> faces from src faceset should be labeled XSeg-dst - XSeg mask of dst face -> faces from dst faceset should be labeled XSeg-prd*XSeg-dst - the smallest area of both if workspace\model folder contains trained XSeg model, then merger will use it, otherwise you will get transparent mask by using XSeg-* modes. Some screenshots: XSegEditor: https://i.imgur.com/7Bk4RRV.jpg trainer : https://i.imgur.com/NM1Kn3s.jpg merger : https://i.imgur.com/glUzFQ8.jpg example of the fake using 13 segmented dst faces : https://i.imgur.com/wmvyizU.gifv
|
@ -121,9 +121,9 @@ Unfortunately, there is no "make everything ok" button in DeepFaceLab. You shoul
|
||||||
||bitcoin:bc1qkhh7h0gwwhxgg6h6gpllfgstkd645fefrd5s6z|
|
||bitcoin:bc1qkhh7h0gwwhxgg6h6gpllfgstkd645fefrd5s6z|
|
||||||
|Alipay 捐款||
|
|Alipay 捐款||
|
||||||
|||
|
|||
|
||||||
|Last donations|10$ ( 朱 阳阳 )|
|
|Last donations|50$ ( Tomas Hajka )|
|
||||||
|
||10$ ( 朱 阳阳 )|
|
||||||
||24$ ( NextFace )|
|
||24$ ( NextFace )|
|
||||||
||10$ ( Amien Phillips )|
|
|
||||||
|||
|
|||
|
||||||
|Collect facesets|You can collect faceset of any celebrity that can be used in DeepFaceLab and share it [in the community](https://mrdeepfakes.com/forums/forum-celebrity-facesets)|
|
|Collect facesets|You can collect faceset of any celebrity that can be used in DeepFaceLab and share it [in the community](https://mrdeepfakes.com/forums/forum-celebrity-facesets)|
|
||||||
|||
|
|||
|
||||||
|
|
10
XSegEditor/QCursorDB.py
Normal file
|
@ -0,0 +1,10 @@
|
||||||
|
from PyQt5.QtCore import *
|
||||||
|
from PyQt5.QtGui import *
|
||||||
|
from PyQt5.QtWidgets import *
|
||||||
|
|
||||||
|
class QCursorDB():
|
||||||
|
@staticmethod
|
||||||
|
def initialize(cursor_path):
|
||||||
|
QCursorDB.cross_red = QCursor ( QPixmap ( str(cursor_path / 'cross_red.png') ) )
|
||||||
|
QCursorDB.cross_green = QCursor ( QPixmap ( str(cursor_path / 'cross_green.png') ) )
|
||||||
|
QCursorDB.cross_blue = QCursor ( QPixmap ( str(cursor_path / 'cross_blue.png') ) )
|
21
XSegEditor/QIconDB.py
Normal file
|
@ -0,0 +1,21 @@
|
||||||
|
from PyQt5.QtCore import *
|
||||||
|
from PyQt5.QtGui import *
|
||||||
|
from PyQt5.QtWidgets import *
|
||||||
|
|
||||||
|
|
||||||
|
class QIconDB():
|
||||||
|
@staticmethod
|
||||||
|
def initialize(icon_path):
|
||||||
|
QIconDB.app_icon = QIcon ( str(icon_path / 'app_icon.png') )
|
||||||
|
QIconDB.delete_poly = QIcon ( str(icon_path / 'delete_poly.png') )
|
||||||
|
QIconDB.undo_pt = QIcon ( str(icon_path / 'undo_pt.png') )
|
||||||
|
QIconDB.redo_pt = QIcon ( str(icon_path / 'redo_pt.png') )
|
||||||
|
QIconDB.poly_color_red = QIcon ( str(icon_path / 'poly_color_red.png') )
|
||||||
|
QIconDB.poly_color_green = QIcon ( str(icon_path / 'poly_color_green.png') )
|
||||||
|
QIconDB.poly_color_blue = QIcon ( str(icon_path / 'poly_color_blue.png') )
|
||||||
|
QIconDB.poly_type_include = QIcon ( str(icon_path / 'poly_type_include.png') )
|
||||||
|
QIconDB.poly_type_exclude = QIcon ( str(icon_path / 'poly_type_exclude.png') )
|
||||||
|
QIconDB.left = QIcon ( str(icon_path / 'left.png') )
|
||||||
|
QIconDB.right = QIcon ( str(icon_path / 'right.png') )
|
||||||
|
QIconDB.pt_edit_mode = QIcon ( str(icon_path / 'pt_edit_mode.png') )
|
||||||
|
QIconDB.view_baked = QIcon ( str(icon_path / 'view_baked.png') )
|
72
XSegEditor/QStringDB.py
Normal file
|
@ -0,0 +1,72 @@
|
||||||
|
from localization import system_language
|
||||||
|
|
||||||
|
|
||||||
|
class QStringDB():
|
||||||
|
|
||||||
|
@staticmethod
|
||||||
|
def initialize():
|
||||||
|
lang = system_language
|
||||||
|
|
||||||
|
if lang not in ['en','ru','zn']:
|
||||||
|
lang = 'en'
|
||||||
|
|
||||||
|
QStringDB.btn_poly_color_red_tip = { 'en' : 'Poly color scheme red',
|
||||||
|
'ru' : 'Красная цветовая схема полигонов',
|
||||||
|
'zn' : '多边形配色方案红色',
|
||||||
|
}[lang]
|
||||||
|
|
||||||
|
QStringDB.btn_poly_color_green_tip = { 'en' : 'Poly color scheme green',
|
||||||
|
'ru' : 'Зелёная цветовая схема полигонов',
|
||||||
|
'zn' : '多边形配色方案绿色',
|
||||||
|
}[lang]
|
||||||
|
|
||||||
|
QStringDB.btn_poly_color_blue_tip = { 'en' : 'Poly color scheme blue',
|
||||||
|
'ru' : 'Синяя цветовая схема полигонов',
|
||||||
|
'zn' : '多边形配色方案蓝色',
|
||||||
|
}[lang]
|
||||||
|
|
||||||
|
QStringDB.btn_view_baked_mask_tip = { 'en' : 'View baked mask',
|
||||||
|
'ru' : 'Посмотреть запечёную маску',
|
||||||
|
'zn' : '查看遮罩通道',
|
||||||
|
}[lang]
|
||||||
|
|
||||||
|
QStringDB.btn_poly_type_include_tip = { 'en' : 'Poly include mode',
|
||||||
|
'ru' : 'Режим полигонов - включение',
|
||||||
|
'zn' : '多边形包含模式',
|
||||||
|
}[lang]
|
||||||
|
|
||||||
|
QStringDB.btn_poly_type_exclude_tip = { 'en' : 'Poly exclude mode',
|
||||||
|
'ru' : 'Режим полигонов - исключение',
|
||||||
|
'zn' : '多边形排除方式',
|
||||||
|
}[lang]
|
||||||
|
|
||||||
|
QStringDB.btn_undo_pt_tip = { 'en' : 'Undo point',
|
||||||
|
'ru' : 'Отменить точку',
|
||||||
|
'zn' : '撤消点',
|
||||||
|
}[lang]
|
||||||
|
|
||||||
|
QStringDB.btn_redo_pt_tip = { 'en' : 'Redo point',
|
||||||
|
'ru' : 'Повторить точку',
|
||||||
|
'zn' : '重做点',
|
||||||
|
}[lang]
|
||||||
|
|
||||||
|
QStringDB.btn_delete_poly_tip = { 'en' : 'Delete poly',
|
||||||
|
'ru' : 'Удалить полигон',
|
||||||
|
'zn' : '删除多边形',
|
||||||
|
}[lang]
|
||||||
|
|
||||||
|
QStringDB.btn_pt_edit_mode_tip = { 'en' : 'Edit point mode ( HOLD CTRL )',
|
||||||
|
'ru' : 'Режим правки точек',
|
||||||
|
'zn' : '编辑点模式 ( 按住CTRL )',
|
||||||
|
}[lang]
|
||||||
|
|
||||||
|
QStringDB.btn_prev_image_tip = { 'en' : 'Save and Prev image\nHold SHIFT : accelerate\nHold CTRL : skip non masked\n',
|
||||||
|
'ru' : 'Сохранить и предыдущее изображение\nУдерживать SHIFT : ускорить\nУдерживать CTRL : пропустить неразмеченные\n',
|
||||||
|
'zn' : '保存和上一张图片\n按住SHIFT : 加快\n按住CTRL : 跳过未标记的\n',
|
||||||
|
}[lang]
|
||||||
|
QStringDB.btn_next_image_tip = { 'en' : 'Save and Next image\nHold SHIFT : accelerate\nHold CTRL : skip non masked\n',
|
||||||
|
'ru' : 'Сохранить и следующее изображение\nУдерживать SHIFT : ускорить\nУдерживать CTRL : пропустить неразмеченные\n',
|
||||||
|
'zn' : '保存并下一张图片\n按住SHIFT : 加快\n按住CTRL : 跳过未标记的\n',
|
||||||
|
}[lang]
|
||||||
|
|
||||||
|
|
1265
XSegEditor/XSegEditor.py
Normal file
BIN
XSegEditor/gfx/cursors/cross_blue.png
Normal file
After Width: | Height: | Size: 1.6 KiB |
BIN
XSegEditor/gfx/cursors/cross_green.png
Normal file
After Width: | Height: | Size: 1.6 KiB |
BIN
XSegEditor/gfx/cursors/cross_red.png
Normal file
After Width: | Height: | Size: 1.6 KiB |
BIN
XSegEditor/gfx/fonts/NotoSans-Medium.ttf
Normal file
BIN
XSegEditor/gfx/icons/app_icon.png
Normal file
After Width: | Height: | Size: 5.5 KiB |
BIN
XSegEditor/gfx/icons/delete_poly.png
Normal file
After Width: | Height: | Size: 4.7 KiB |
BIN
XSegEditor/gfx/icons/down.png
Normal file
After Width: | Height: | Size: 2.6 KiB |
BIN
XSegEditor/gfx/icons/left.png
Normal file
After Width: | Height: | Size: 2.7 KiB |
BIN
XSegEditor/gfx/icons/poly_color.psd
Normal file
BIN
XSegEditor/gfx/icons/poly_color_blue.png
Normal file
After Width: | Height: | Size: 8.4 KiB |
BIN
XSegEditor/gfx/icons/poly_color_green.png
Normal file
After Width: | Height: | Size: 9 KiB |
BIN
XSegEditor/gfx/icons/poly_color_red.png
Normal file
After Width: | Height: | Size: 8.9 KiB |
BIN
XSegEditor/gfx/icons/poly_type_exclude.png
Normal file
After Width: | Height: | Size: 6.3 KiB |
BIN
XSegEditor/gfx/icons/poly_type_include.png
Normal file
After Width: | Height: | Size: 5.6 KiB |
BIN
XSegEditor/gfx/icons/poly_type_source.psd
Normal file
BIN
XSegEditor/gfx/icons/pt_edit_mode.png
Normal file
After Width: | Height: | Size: 4.2 KiB |
BIN
XSegEditor/gfx/icons/pt_edit_mode_source.psd
Normal file
BIN
XSegEditor/gfx/icons/redo_pt.png
Normal file
After Width: | Height: | Size: 5.4 KiB |
BIN
XSegEditor/gfx/icons/redo_pt_source.psd
Normal file
BIN
XSegEditor/gfx/icons/right.png
Normal file
After Width: | Height: | Size: 2.7 KiB |
BIN
XSegEditor/gfx/icons/undo_pt.png
Normal file
After Width: | Height: | Size: 5.4 KiB |
BIN
XSegEditor/gfx/icons/undo_pt_source.psd
Normal file
BIN
XSegEditor/gfx/icons/up.png
Normal file
After Width: | Height: | Size: 2.6 KiB |
BIN
XSegEditor/gfx/icons/view_baked.png
Normal file
After Width: | Height: | Size: 8.1 KiB |
152
core/imagelib/SegIEPolys.py
Normal file
|
@ -0,0 +1,152 @@
|
||||||
|
import numpy as np
|
||||||
|
import cv2
|
||||||
|
from enum import IntEnum
|
||||||
|
|
||||||
|
|
||||||
|
class SegIEPolyType(IntEnum):
|
||||||
|
EXCLUDE = 0
|
||||||
|
INCLUDE = 1
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
class SegIEPoly():
|
||||||
|
def __init__(self, type=None, pts=None, **kwargs):
|
||||||
|
self.type = type
|
||||||
|
|
||||||
|
if pts is None:
|
||||||
|
pts = np.empty( (0,2), dtype=np.float32 )
|
||||||
|
else:
|
||||||
|
pts = np.float32(pts)
|
||||||
|
self.pts = pts
|
||||||
|
self.n_max = self.n = len(pts)
|
||||||
|
|
||||||
|
def dump(self):
|
||||||
|
return {'type': int(self.type),
|
||||||
|
'pts' : self.get_pts(),
|
||||||
|
}
|
||||||
|
|
||||||
|
def identical(self, b):
|
||||||
|
if self.n != b.n:
|
||||||
|
return False
|
||||||
|
return (self.pts[0:self.n] == b.pts[0:b.n]).all()
|
||||||
|
|
||||||
|
def get_type(self):
|
||||||
|
return self.type
|
||||||
|
|
||||||
|
def add_pt(self, x, y):
|
||||||
|
self.pts = np.append(self.pts[0:self.n], [ ( float(x), float(y) ) ], axis=0).astype(np.float32)
|
||||||
|
self.n_max = self.n = self.n + 1
|
||||||
|
|
||||||
|
def undo(self):
|
||||||
|
self.n = max(0, self.n-1)
|
||||||
|
return self.n
|
||||||
|
|
||||||
|
def redo(self):
|
||||||
|
self.n = min(len(self.pts), self.n+1)
|
||||||
|
return self.n
|
||||||
|
|
||||||
|
def redo_clip(self):
|
||||||
|
self.pts = self.pts[0:self.n]
|
||||||
|
self.n_max = self.n
|
||||||
|
|
||||||
|
def insert_pt(self, n, pt):
|
||||||
|
if n < 0 or n > self.n:
|
||||||
|
raise ValueError("insert_pt out of range")
|
||||||
|
self.pts = np.concatenate( (self.pts[0:n], pt[None,...].astype(np.float32), self.pts[n:]), axis=0)
|
||||||
|
self.n_max = self.n = self.n+1
|
||||||
|
|
||||||
|
def remove_pt(self, n):
|
||||||
|
if n < 0 or n >= self.n:
|
||||||
|
raise ValueError("remove_pt out of range")
|
||||||
|
self.pts = np.concatenate( (self.pts[0:n], self.pts[n+1:]), axis=0)
|
||||||
|
self.n_max = self.n = self.n-1
|
||||||
|
|
||||||
|
def get_last_point(self):
|
||||||
|
return self.pts[self.n-1].copy()
|
||||||
|
|
||||||
|
def get_pts(self):
|
||||||
|
return self.pts[0:self.n].copy()
|
||||||
|
|
||||||
|
def get_pts_count(self):
|
||||||
|
return self.n
|
||||||
|
|
||||||
|
def set_point(self, id, pt):
|
||||||
|
self.pts[id] = pt
|
||||||
|
|
||||||
|
def set_points(self, pts):
|
||||||
|
self.pts = np.array(pts)
|
||||||
|
self.n_max = self.n = len(pts)
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
class SegIEPolys():
|
||||||
|
def __init__(self):
|
||||||
|
self.polys = []
|
||||||
|
|
||||||
|
def identical(self, b):
|
||||||
|
polys_len = len(self.polys)
|
||||||
|
o_polys_len = len(b.polys)
|
||||||
|
if polys_len != o_polys_len:
|
||||||
|
return False
|
||||||
|
|
||||||
|
return all ([ a_poly.identical(b_poly) for a_poly, b_poly in zip(self.polys, b.polys) ])
|
||||||
|
|
||||||
|
def add_poly(self, ie_poly_type):
|
||||||
|
poly = SegIEPoly(ie_poly_type)
|
||||||
|
self.polys.append (poly)
|
||||||
|
return poly
|
||||||
|
|
||||||
|
def remove_poly(self, poly):
|
||||||
|
if poly in self.polys:
|
||||||
|
self.polys.remove(poly)
|
||||||
|
|
||||||
|
def has_polys(self):
|
||||||
|
return len(self.polys) != 0
|
||||||
|
|
||||||
|
def get_poly(self, id):
|
||||||
|
return self.polys[id]
|
||||||
|
|
||||||
|
def get_polys(self):
|
||||||
|
return self.polys
|
||||||
|
|
||||||
|
def get_pts_count(self):
|
||||||
|
return sum([poly.get_pts_count() for poly in self.polys])
|
||||||
|
|
||||||
|
def sort(self):
|
||||||
|
poly_by_type = { SegIEPolyType.EXCLUDE : [], SegIEPolyType.INCLUDE : [] }
|
||||||
|
|
||||||
|
for poly in self.polys:
|
||||||
|
poly_by_type[poly.type].append(poly)
|
||||||
|
|
||||||
|
self.polys = poly_by_type[SegIEPolyType.INCLUDE] + poly_by_type[SegIEPolyType.EXCLUDE]
|
||||||
|
|
||||||
|
def __iter__(self):
|
||||||
|
for poly in self.polys:
|
||||||
|
yield poly
|
||||||
|
|
||||||
|
def overlay_mask(self, mask):
|
||||||
|
h,w,c = mask.shape
|
||||||
|
white = (1,)*c
|
||||||
|
black = (0,)*c
|
||||||
|
for poly in self.polys:
|
||||||
|
pts = poly.get_pts().astype(np.int32)
|
||||||
|
if len(pts) != 0:
|
||||||
|
cv2.fillPoly(mask, [pts], white if poly.type == SegIEPolyType.INCLUDE else black )
|
||||||
|
|
||||||
|
def dump(self):
|
||||||
|
return {'polys' : [ poly.dump() for poly in self.polys ] }
|
||||||
|
|
||||||
|
@staticmethod
|
||||||
|
def load(data=None):
|
||||||
|
ie_polys = SegIEPolys()
|
||||||
|
if data is not None:
|
||||||
|
if isinstance(data, list):
|
||||||
|
# Backward comp
|
||||||
|
ie_polys.polys = [ SegIEPoly(type=type, pts=pts) for (type, pts) in data ]
|
||||||
|
elif isinstance(data, dict):
|
||||||
|
ie_polys.polys = [ SegIEPoly(**poly_cfg) for poly_cfg in data['polys'] ]
|
||||||
|
|
||||||
|
ie_polys.sort()
|
||||||
|
|
||||||
|
return ie_polys
|
|
@ -16,6 +16,7 @@ from .color_transfer import color_transfer, color_transfer_mix, color_transfer_s
|
||||||
from .common import normalize_channels, cut_odd_image, overlay_alpha_image
|
from .common import normalize_channels, cut_odd_image, overlay_alpha_image
|
||||||
|
|
||||||
from .IEPolys import IEPolys
|
from .IEPolys import IEPolys
|
||||||
|
from .SegIEPolys import *
|
||||||
|
|
||||||
from .blursharpen import LinearMotionBlur, blursharpen
|
from .blursharpen import LinearMotionBlur, blursharpen
|
||||||
|
|
||||||
|
|
262
core/qtex/QSubprocessor.py
Normal file
|
@ -0,0 +1,262 @@
|
||||||
|
import multiprocessing
|
||||||
|
import sys
|
||||||
|
import time
|
||||||
|
import traceback
|
||||||
|
|
||||||
|
from PyQt5.QtCore import *
|
||||||
|
from PyQt5.QtGui import *
|
||||||
|
from PyQt5.QtWidgets import *
|
||||||
|
|
||||||
|
from core.interact import interact as io
|
||||||
|
|
||||||
|
from .qtex import *
|
||||||
|
|
||||||
|
class QSubprocessor(object):
|
||||||
|
"""
|
||||||
|
|
||||||
|
"""
|
||||||
|
|
||||||
|
class Cli(object):
|
||||||
|
def __init__ ( self, client_dict ):
|
||||||
|
s2c = multiprocessing.Queue()
|
||||||
|
c2s = multiprocessing.Queue()
|
||||||
|
self.p = multiprocessing.Process(target=self._subprocess_run, args=(client_dict,s2c,c2s) )
|
||||||
|
self.s2c = s2c
|
||||||
|
self.c2s = c2s
|
||||||
|
self.p.daemon = True
|
||||||
|
self.p.start()
|
||||||
|
|
||||||
|
self.state = None
|
||||||
|
self.sent_time = None
|
||||||
|
self.sent_data = None
|
||||||
|
self.name = None
|
||||||
|
self.host_dict = None
|
||||||
|
|
||||||
|
def kill(self):
|
||||||
|
self.p.terminate()
|
||||||
|
self.p.join()
|
||||||
|
|
||||||
|
#overridable optional
|
||||||
|
def on_initialize(self, client_dict):
|
||||||
|
#initialize your subprocess here using client_dict
|
||||||
|
pass
|
||||||
|
|
||||||
|
#overridable optional
|
||||||
|
def on_finalize(self):
|
||||||
|
#finalize your subprocess here
|
||||||
|
pass
|
||||||
|
|
||||||
|
#overridable
|
||||||
|
def process_data(self, data):
|
||||||
|
#process 'data' given from host and return result
|
||||||
|
raise NotImplementedError
|
||||||
|
|
||||||
|
#overridable optional
|
||||||
|
def get_data_name (self, data):
|
||||||
|
#return string identificator of your 'data'
|
||||||
|
return "undefined"
|
||||||
|
|
||||||
|
def log_info(self, msg): self.c2s.put ( {'op': 'log_info', 'msg':msg } )
|
||||||
|
def log_err(self, msg): self.c2s.put ( {'op': 'log_err' , 'msg':msg } )
|
||||||
|
def progress_bar_inc(self, c): self.c2s.put ( {'op': 'progress_bar_inc' , 'c':c } )
|
||||||
|
|
||||||
|
def _subprocess_run(self, client_dict, s2c, c2s):
|
||||||
|
self.c2s = c2s
|
||||||
|
data = None
|
||||||
|
try:
|
||||||
|
self.on_initialize(client_dict)
|
||||||
|
c2s.put ( {'op': 'init_ok'} )
|
||||||
|
while True:
|
||||||
|
msg = s2c.get()
|
||||||
|
op = msg.get('op','')
|
||||||
|
if op == 'data':
|
||||||
|
data = msg['data']
|
||||||
|
result = self.process_data (data)
|
||||||
|
c2s.put ( {'op': 'success', 'data' : data, 'result' : result} )
|
||||||
|
data = None
|
||||||
|
elif op == 'close':
|
||||||
|
break
|
||||||
|
time.sleep(0.001)
|
||||||
|
self.on_finalize()
|
||||||
|
c2s.put ( {'op': 'finalized'} )
|
||||||
|
except Exception as e:
|
||||||
|
c2s.put ( {'op': 'error', 'data' : data} )
|
||||||
|
if data is not None:
|
||||||
|
print ('Exception while process data [%s]: %s' % (self.get_data_name(data), traceback.format_exc()) )
|
||||||
|
else:
|
||||||
|
print ('Exception: %s' % (traceback.format_exc()) )
|
||||||
|
c2s.close()
|
||||||
|
s2c.close()
|
||||||
|
self.c2s = None
|
||||||
|
|
||||||
|
# disable pickling
|
||||||
|
def __getstate__(self):
|
||||||
|
return dict()
|
||||||
|
def __setstate__(self, d):
|
||||||
|
self.__dict__.update(d)
|
||||||
|
|
||||||
|
#overridable
|
||||||
|
def __init__(self, name, SubprocessorCli_class, no_response_time_sec = 0, io_loop_sleep_time=0.005):
|
||||||
|
if not issubclass(SubprocessorCli_class, QSubprocessor.Cli):
|
||||||
|
raise ValueError("SubprocessorCli_class must be subclass of QSubprocessor.Cli")
|
||||||
|
|
||||||
|
self.name = name
|
||||||
|
self.SubprocessorCli_class = SubprocessorCli_class
|
||||||
|
self.no_response_time_sec = no_response_time_sec
|
||||||
|
self.io_loop_sleep_time = io_loop_sleep_time
|
||||||
|
|
||||||
|
self.clis = []
|
||||||
|
|
||||||
|
#getting info about name of subprocesses, host and client dicts, and spawning them
|
||||||
|
for name, host_dict, client_dict in self.process_info_generator():
|
||||||
|
try:
|
||||||
|
cli = self.SubprocessorCli_class(client_dict)
|
||||||
|
cli.state = 1
|
||||||
|
cli.sent_time = 0
|
||||||
|
cli.sent_data = None
|
||||||
|
cli.name = name
|
||||||
|
cli.host_dict = host_dict
|
||||||
|
|
||||||
|
self.clis.append (cli)
|
||||||
|
except:
|
||||||
|
raise Exception (f"Unable to start subprocess {name}. Error: {traceback.format_exc()}")
|
||||||
|
|
||||||
|
if len(self.clis) == 0:
|
||||||
|
raise Exception ("Unable to start QSubprocessor '%s' " % (self.name))
|
||||||
|
|
||||||
|
#waiting subprocesses their success(or not) initialization
|
||||||
|
while True:
|
||||||
|
for cli in self.clis[:]:
|
||||||
|
while not cli.c2s.empty():
|
||||||
|
obj = cli.c2s.get()
|
||||||
|
op = obj.get('op','')
|
||||||
|
if op == 'init_ok':
|
||||||
|
cli.state = 0
|
||||||
|
elif op == 'log_info':
|
||||||
|
io.log_info(obj['msg'])
|
||||||
|
elif op == 'log_err':
|
||||||
|
io.log_err(obj['msg'])
|
||||||
|
elif op == 'error':
|
||||||
|
cli.kill()
|
||||||
|
self.clis.remove(cli)
|
||||||
|
break
|
||||||
|
if all ([cli.state == 0 for cli in self.clis]):
|
||||||
|
break
|
||||||
|
io.process_messages(0.005)
|
||||||
|
|
||||||
|
if len(self.clis) == 0:
|
||||||
|
raise Exception ( "Unable to start subprocesses." )
|
||||||
|
|
||||||
|
#ok some processes survived, initialize host logic
|
||||||
|
self.on_clients_initialized()
|
||||||
|
|
||||||
|
self.q_timer = QTimer()
|
||||||
|
self.q_timer.timeout.connect(self.tick)
|
||||||
|
self.q_timer.start(5)
|
||||||
|
|
||||||
|
#overridable
|
||||||
|
def process_info_generator(self):
|
||||||
|
#yield per process (name, host_dict, client_dict)
|
||||||
|
for i in range(min(multiprocessing.cpu_count(), 8) ):
|
||||||
|
yield 'CPU%d' % (i), {}, {}
|
||||||
|
|
||||||
|
#overridable optional
|
||||||
|
def on_clients_initialized(self):
|
||||||
|
#logic when all subprocesses initialized and ready
|
||||||
|
pass
|
||||||
|
|
||||||
|
#overridable optional
|
||||||
|
def on_clients_finalized(self):
|
||||||
|
#logic when all subprocess finalized
|
||||||
|
pass
|
||||||
|
|
||||||
|
#overridable
|
||||||
|
def get_data(self, host_dict):
|
||||||
|
#return data for processing here
|
||||||
|
raise NotImplementedError
|
||||||
|
|
||||||
|
#overridable
|
||||||
|
def on_data_return (self, host_dict, data):
|
||||||
|
#you have to place returned 'data' back to your queue
|
||||||
|
raise NotImplementedError
|
||||||
|
|
||||||
|
#overridable
|
||||||
|
def on_result (self, host_dict, data, result):
|
||||||
|
#your logic what to do with 'result' of 'data'
|
||||||
|
raise NotImplementedError
|
||||||
|
|
||||||
|
def tick(self):
|
||||||
|
for cli in self.clis[:]:
|
||||||
|
while not cli.c2s.empty():
|
||||||
|
obj = cli.c2s.get()
|
||||||
|
op = obj.get('op','')
|
||||||
|
if op == 'success':
|
||||||
|
#success processed data, return data and result to on_result
|
||||||
|
self.on_result (cli.host_dict, obj['data'], obj['result'])
|
||||||
|
self.sent_data = None
|
||||||
|
cli.state = 0
|
||||||
|
elif op == 'error':
|
||||||
|
#some error occured while process data, returning chunk to on_data_return
|
||||||
|
if 'data' in obj.keys():
|
||||||
|
self.on_data_return (cli.host_dict, obj['data'] )
|
||||||
|
#and killing process
|
||||||
|
cli.kill()
|
||||||
|
self.clis.remove(cli)
|
||||||
|
elif op == 'log_info':
|
||||||
|
io.log_info(obj['msg'])
|
||||||
|
elif op == 'log_err':
|
||||||
|
io.log_err(obj['msg'])
|
||||||
|
elif op == 'progress_bar_inc':
|
||||||
|
io.progress_bar_inc(obj['c'])
|
||||||
|
|
||||||
|
for cli in self.clis[:]:
|
||||||
|
if cli.state == 1:
|
||||||
|
if cli.sent_time != 0 and self.no_response_time_sec != 0 and (time.time() - cli.sent_time) > self.no_response_time_sec:
|
||||||
|
#subprocess busy too long
|
||||||
|
io.log_info ( '%s doesnt response, terminating it.' % (cli.name) )
|
||||||
|
self.on_data_return (cli.host_dict, cli.sent_data )
|
||||||
|
cli.kill()
|
||||||
|
self.clis.remove(cli)
|
||||||
|
|
||||||
|
for cli in self.clis[:]:
|
||||||
|
if cli.state == 0:
|
||||||
|
#free state of subprocess, get some data from get_data
|
||||||
|
data = self.get_data(cli.host_dict)
|
||||||
|
if data is not None:
|
||||||
|
#and send it to subprocess
|
||||||
|
cli.s2c.put ( {'op': 'data', 'data' : data} )
|
||||||
|
cli.sent_time = time.time()
|
||||||
|
cli.sent_data = data
|
||||||
|
cli.state = 1
|
||||||
|
|
||||||
|
if all ([cli.state == 0 for cli in self.clis]):
|
||||||
|
#gracefully terminating subprocesses
|
||||||
|
for cli in self.clis[:]:
|
||||||
|
cli.s2c.put ( {'op': 'close'} )
|
||||||
|
cli.sent_time = time.time()
|
||||||
|
|
||||||
|
while True:
|
||||||
|
for cli in self.clis[:]:
|
||||||
|
terminate_it = False
|
||||||
|
while not cli.c2s.empty():
|
||||||
|
obj = cli.c2s.get()
|
||||||
|
obj_op = obj['op']
|
||||||
|
if obj_op == 'finalized':
|
||||||
|
terminate_it = True
|
||||||
|
break
|
||||||
|
|
||||||
|
if (time.time() - cli.sent_time) > 30:
|
||||||
|
terminate_it = True
|
||||||
|
|
||||||
|
if terminate_it:
|
||||||
|
cli.state = 2
|
||||||
|
cli.kill()
|
||||||
|
|
||||||
|
if all ([cli.state == 2 for cli in self.clis]):
|
||||||
|
break
|
||||||
|
|
||||||
|
#finalizing host logic
|
||||||
|
self.q_timer.stop()
|
||||||
|
self.q_timer = None
|
||||||
|
self.on_clients_finalized()
|
||||||
|
|
83
core/qtex/QXIconButton.py
Normal file
|
@ -0,0 +1,83 @@
|
||||||
|
from PyQt5.QtCore import *
|
||||||
|
from PyQt5.QtGui import *
|
||||||
|
from PyQt5.QtWidgets import *
|
||||||
|
|
||||||
|
from localization import StringsDB
|
||||||
|
from .QXMainWindow import *
|
||||||
|
|
||||||
|
class QXIconButton(QPushButton):
|
||||||
|
"""
|
||||||
|
Custom Icon button that works through keyEvent system, without shortcut of QAction
|
||||||
|
works only with QXMainWindow as global window class
|
||||||
|
currently works only with one-key shortcut
|
||||||
|
"""
|
||||||
|
|
||||||
|
def __init__(self, icon,
|
||||||
|
tooltip=None,
|
||||||
|
shortcut=None,
|
||||||
|
click_func=None,
|
||||||
|
first_repeat_delay=300,
|
||||||
|
repeat_delay=20,
|
||||||
|
):
|
||||||
|
|
||||||
|
super().__init__(icon, "")
|
||||||
|
|
||||||
|
self.setIcon(icon)
|
||||||
|
|
||||||
|
if shortcut is not None:
|
||||||
|
tooltip = f"{tooltip} ( {StringsDB['S_HOT_KEY'] }: {shortcut} )"
|
||||||
|
|
||||||
|
self.setToolTip(tooltip)
|
||||||
|
|
||||||
|
|
||||||
|
self.seq = QKeySequence(shortcut) if shortcut is not None else None
|
||||||
|
|
||||||
|
QXMainWindow.inst.add_keyPressEvent_listener ( self.on_keyPressEvent )
|
||||||
|
QXMainWindow.inst.add_keyReleaseEvent_listener ( self.on_keyReleaseEvent )
|
||||||
|
|
||||||
|
self.click_func = click_func
|
||||||
|
self.first_repeat_delay = first_repeat_delay
|
||||||
|
self.repeat_delay = repeat_delay
|
||||||
|
self.repeat_timer = None
|
||||||
|
|
||||||
|
self.op_device = None
|
||||||
|
|
||||||
|
self.pressed.connect( lambda : self.action(is_pressed=True) )
|
||||||
|
self.released.connect( lambda : self.action(is_pressed=False) )
|
||||||
|
|
||||||
|
def action(self, is_pressed=None, op_device=None):
|
||||||
|
if self.click_func is None:
|
||||||
|
return
|
||||||
|
|
||||||
|
if is_pressed is not None:
|
||||||
|
if is_pressed:
|
||||||
|
if self.repeat_timer is None:
|
||||||
|
self.click_func()
|
||||||
|
self.repeat_timer = QTimer()
|
||||||
|
self.repeat_timer.timeout.connect(self.action)
|
||||||
|
self.repeat_timer.start(self.first_repeat_delay)
|
||||||
|
else:
|
||||||
|
if self.repeat_timer is not None:
|
||||||
|
self.repeat_timer.stop()
|
||||||
|
self.repeat_timer = None
|
||||||
|
else:
|
||||||
|
self.click_func()
|
||||||
|
if self.repeat_timer is not None:
|
||||||
|
self.repeat_timer.setInterval(self.repeat_delay)
|
||||||
|
|
||||||
|
def on_keyPressEvent(self, ev):
|
||||||
|
key = ev.key()
|
||||||
|
if ev.isAutoRepeat():
|
||||||
|
return
|
||||||
|
|
||||||
|
if self.seq is not None:
|
||||||
|
if key == self.seq[0]:
|
||||||
|
self.action(is_pressed=True)
|
||||||
|
|
||||||
|
def on_keyReleaseEvent(self, ev):
|
||||||
|
key = ev.key()
|
||||||
|
if ev.isAutoRepeat():
|
||||||
|
return
|
||||||
|
if self.seq is not None:
|
||||||
|
if key == self.seq[0]:
|
||||||
|
self.action(is_pressed=False)
|
34
core/qtex/QXMainWindow.py
Normal file
|
@ -0,0 +1,34 @@
|
||||||
|
from PyQt5.QtCore import *
|
||||||
|
from PyQt5.QtGui import *
|
||||||
|
from PyQt5.QtWidgets import *
|
||||||
|
|
||||||
|
class QXMainWindow(QWidget):
|
||||||
|
"""
|
||||||
|
Custom mainwindow class that provides global single instance and event listeners
|
||||||
|
"""
|
||||||
|
inst = None
|
||||||
|
def __init__(self, *args, **kwargs):
|
||||||
|
super().__init__(*args, **kwargs)
|
||||||
|
if QXMainWindow.inst is not None:
|
||||||
|
raise Exception("QXMainWindow can only be one.")
|
||||||
|
QXMainWindow.inst = self
|
||||||
|
|
||||||
|
self.keyPressEvent_listeners = []
|
||||||
|
self.keyReleaseEvent_listeners = []
|
||||||
|
self.setFocusPolicy(Qt.WheelFocus)
|
||||||
|
|
||||||
|
def add_keyPressEvent_listener(self, func):
|
||||||
|
self.keyPressEvent_listeners.append (func)
|
||||||
|
|
||||||
|
def add_keyReleaseEvent_listener(self, func):
|
||||||
|
self.keyReleaseEvent_listeners.append (func)
|
||||||
|
|
||||||
|
def keyPressEvent(self, ev):
|
||||||
|
super().keyPressEvent(ev)
|
||||||
|
for func in self.keyPressEvent_listeners:
|
||||||
|
func(ev)
|
||||||
|
|
||||||
|
def keyReleaseEvent(self, ev):
|
||||||
|
super().keyReleaseEvent(ev)
|
||||||
|
for func in self.keyReleaseEvent_listeners:
|
||||||
|
func(ev)
|
3
core/qtex/__init__.py
Normal file
|
@ -0,0 +1,3 @@
|
||||||
|
from .qtex import *
|
||||||
|
from .QSubprocessor import *
|
||||||
|
from .QXIconButton import *
|
79
core/qtex/qtex.py
Normal file
|
@ -0,0 +1,79 @@
|
||||||
|
import numpy as np
|
||||||
|
from PyQt5.QtCore import *
|
||||||
|
from PyQt5.QtGui import *
|
||||||
|
from PyQt5.QtWidgets import *
|
||||||
|
from localization import StringsDB
|
||||||
|
|
||||||
|
from .QXMainWindow import *
|
||||||
|
|
||||||
|
|
||||||
|
class QActionEx(QAction):
|
||||||
|
def __init__(self, icon, text, shortcut=None, trigger_func=None, shortcut_in_tooltip=False, is_checkable=False, is_auto_repeat=False ):
|
||||||
|
super().__init__(icon, text)
|
||||||
|
if shortcut is not None:
|
||||||
|
self.setShortcut(shortcut)
|
||||||
|
if shortcut_in_tooltip:
|
||||||
|
|
||||||
|
self.setToolTip( f"{text} ( {StringsDB['S_HOT_KEY'] }: {shortcut} )")
|
||||||
|
|
||||||
|
if trigger_func is not None:
|
||||||
|
self.triggered.connect(trigger_func)
|
||||||
|
if is_checkable:
|
||||||
|
self.setCheckable(True)
|
||||||
|
self.setAutoRepeat(is_auto_repeat)
|
||||||
|
|
||||||
|
def QImage_from_np(img):
|
||||||
|
if img.dtype != np.uint8:
|
||||||
|
raise ValueError("img should be in np.uint8 format")
|
||||||
|
|
||||||
|
h,w,c = img.shape
|
||||||
|
if c == 1:
|
||||||
|
fmt = QImage.Format_Grayscale8
|
||||||
|
elif c == 3:
|
||||||
|
fmt = QImage.Format_BGR888
|
||||||
|
elif c == 4:
|
||||||
|
fmt = QImage.Format_ARGB32
|
||||||
|
else:
|
||||||
|
raise ValueError("unsupported channel count")
|
||||||
|
|
||||||
|
return QImage(img.data, w, h, c*w, fmt )
|
||||||
|
|
||||||
|
def QImage_to_np(q_img):
|
||||||
|
q_img = q_img.convertToFormat(QImage.Format_BGR888)
|
||||||
|
|
||||||
|
width = q_img.width()
|
||||||
|
height = q_img.height()
|
||||||
|
|
||||||
|
b = q_img.constBits()
|
||||||
|
b.setsize(height * width * 3)
|
||||||
|
arr = np.frombuffer(b, np.uint8).reshape((height, width, 3))
|
||||||
|
return arr#[::-1]
|
||||||
|
|
||||||
|
def QPixmap_from_np(img):
|
||||||
|
return QPixmap.fromImage(QImage_from_np(img))
|
||||||
|
|
||||||
|
def QPoint_from_np(n):
|
||||||
|
return QPoint(*n.astype(np.int))
|
||||||
|
|
||||||
|
def QPoint_to_np(q):
|
||||||
|
return np.int32( [q.x(), q.y()] )
|
||||||
|
|
||||||
|
def QSize_to_np(q):
|
||||||
|
return np.int32( [q.width(), q.height()] )
|
||||||
|
|
||||||
|
class QDarkPalette(QPalette):
|
||||||
|
def __init__(self):
|
||||||
|
super().__init__()
|
||||||
|
self.setColor(QPalette.Window, QColor(53, 53, 53))
|
||||||
|
self.setColor(QPalette.WindowText, Qt.white)
|
||||||
|
self.setColor(QPalette.Base, QColor(25, 25, 25))
|
||||||
|
self.setColor(QPalette.AlternateBase, QColor(53, 53, 53))
|
||||||
|
self.setColor(QPalette.ToolTipBase, Qt.white)
|
||||||
|
self.setColor(QPalette.ToolTipText, Qt.white)
|
||||||
|
self.setColor(QPalette.Text, Qt.white)
|
||||||
|
self.setColor(QPalette.Button, QColor(53, 53, 53))
|
||||||
|
self.setColor(QPalette.ButtonText, Qt.white)
|
||||||
|
self.setColor(QPalette.BrightText, Qt.red)
|
||||||
|
self.setColor(QPalette.Link, QColor(42, 130, 218))
|
||||||
|
self.setColor(QPalette.Highlight, QColor(42, 130, 218))
|
||||||
|
self.setColor(QPalette.HighlightedText, Qt.black)
|
|
@ -1,2 +1,2 @@
|
||||||
from .localization import get_default_ttf_font_name
|
from .localization import StringsDB, system_language, get_default_ttf_font_name
|
||||||
|
|
||||||
|
|
|
@ -4,6 +4,8 @@ import locale
|
||||||
system_locale = locale.getdefaultlocale()[0]
|
system_locale = locale.getdefaultlocale()[0]
|
||||||
# system_locale may be nil
|
# system_locale may be nil
|
||||||
system_language = system_locale[0:2] if system_locale is not None else "en"
|
system_language = system_locale[0:2] if system_locale is not None else "en"
|
||||||
|
if system_language not in ['en','ru','zn']:
|
||||||
|
system_language = 'en'
|
||||||
|
|
||||||
windows_font_name_map = {
|
windows_font_name_map = {
|
||||||
'en' : 'cour',
|
'en' : 'cour',
|
||||||
|
@ -28,3 +30,13 @@ def get_default_ttf_font_name():
|
||||||
if platform[0:3] == 'win': return windows_font_name_map.get(system_language, 'cour')
|
if platform[0:3] == 'win': return windows_font_name_map.get(system_language, 'cour')
|
||||||
elif platform == 'darwin': return darwin_font_name_map.get(system_language, 'cour')
|
elif platform == 'darwin': return darwin_font_name_map.get(system_language, 'cour')
|
||||||
else: return linux_font_name_map.get(system_language, 'cour')
|
else: return linux_font_name_map.get(system_language, 'cour')
|
||||||
|
|
||||||
|
SID_HOT_KEY = 1
|
||||||
|
|
||||||
|
if system_language == 'en':
|
||||||
|
StringsDB = {'S_HOT_KEY' : 'hot key'}
|
||||||
|
elif system_language == 'ru':
|
||||||
|
StringsDB = {'S_HOT_KEY' : 'горячая клавиша'}
|
||||||
|
elif system_language == 'zn':
|
||||||
|
StringsDB = {'S_HOT_KEY' : '热键'}
|
||||||
|
|
20
main.py
|
@ -264,26 +264,16 @@ if __name__ == "__main__":
|
||||||
p.set_defaults (func=process_dev_test)
|
p.set_defaults (func=process_dev_test)
|
||||||
|
|
||||||
# ========== XSeg util
|
# ========== XSeg util
|
||||||
xseg_parser = subparsers.add_parser( "xseg", help="XSeg utils.").add_subparsers()
|
p = subparsers.add_parser( "xsegeditor", help="XSegEditor.")
|
||||||
|
|
||||||
def process_xseg_merge(arguments):
|
def process_xsegeditor(arguments):
|
||||||
osex.set_process_lowest_prio()
|
osex.set_process_lowest_prio()
|
||||||
from mainscripts import XSegUtil
|
from XSegEditor import XSegEditor
|
||||||
XSegUtil.merge(arguments.input_dir)
|
XSegEditor.start (Path(arguments.input_dir))
|
||||||
p = xseg_parser.add_parser( "merge", help="")
|
|
||||||
p.add_argument('--input-dir', required=True, action=fixPathAction, dest="input_dir")
|
p.add_argument('--input-dir', required=True, action=fixPathAction, dest="input_dir")
|
||||||
|
|
||||||
p.set_defaults (func=process_xseg_merge)
|
p.set_defaults (func=process_xsegeditor)
|
||||||
|
|
||||||
def process_xseg_split(arguments):
|
|
||||||
osex.set_process_lowest_prio()
|
|
||||||
from mainscripts import XSegUtil
|
|
||||||
XSegUtil.split(arguments.input_dir)
|
|
||||||
|
|
||||||
p = xseg_parser.add_parser( "split", help="")
|
|
||||||
p.add_argument('--input-dir', required=True, action=fixPathAction, dest="input_dir")
|
|
||||||
|
|
||||||
p.set_defaults (func=process_xseg_split)
|
|
||||||
|
|
||||||
def bad_args(arguments):
|
def bad_args(arguments):
|
||||||
parser.print_help()
|
parser.print_help()
|
||||||
|
|
|
@ -8,3 +8,4 @@ scipy==1.4.1
|
||||||
colorama
|
colorama
|
||||||
labelme==4.2.9
|
labelme==4.2.9
|
||||||
tensorflow-gpu==1.13.2
|
tensorflow-gpu==1.13.2
|
||||||
|
pyqt5
|
|
@ -7,7 +7,7 @@ import numpy as np
|
||||||
from core.cv2ex import *
|
from core.cv2ex import *
|
||||||
from DFLIMG import *
|
from DFLIMG import *
|
||||||
from facelib import LandmarksProcessor
|
from facelib import LandmarksProcessor
|
||||||
from core.imagelib import IEPolys
|
from core.imagelib import IEPolys, SegIEPolys
|
||||||
|
|
||||||
class SampleType(IntEnum):
|
class SampleType(IntEnum):
|
||||||
IMAGE = 0 #raw image
|
IMAGE = 0 #raw image
|
||||||
|
@ -54,7 +54,7 @@ class Sample(object):
|
||||||
self.shape = shape
|
self.shape = shape
|
||||||
self.landmarks = np.array(landmarks) if landmarks is not None else None
|
self.landmarks = np.array(landmarks) if landmarks is not None else None
|
||||||
self.ie_polys = IEPolys.load(ie_polys)
|
self.ie_polys = IEPolys.load(ie_polys)
|
||||||
self.seg_ie_polys = IEPolys.load(seg_ie_polys)
|
self.seg_ie_polys = SegIEPolys.load(seg_ie_polys)
|
||||||
self.eyebrows_expand_mod = eyebrows_expand_mod if eyebrows_expand_mod is not None else 1.0
|
self.eyebrows_expand_mod = eyebrows_expand_mod if eyebrows_expand_mod is not None else 1.0
|
||||||
self.source_filename = source_filename
|
self.source_filename = source_filename
|
||||||
self.person_name = person_name
|
self.person_name = person_name
|
||||||
|
|
|
@ -27,7 +27,7 @@ class SampleGeneratorFaceXSeg(SampleGeneratorBase):
|
||||||
for path in paths:
|
for path in paths:
|
||||||
samples += SampleLoader.load (SampleType.FACE, path)
|
samples += SampleLoader.load (SampleType.FACE, path)
|
||||||
|
|
||||||
seg_samples = [ sample for sample in samples if sample.seg_ie_polys.get_total_points() != 0]
|
seg_samples = [ sample for sample in samples if sample.seg_ie_polys.get_pts_count() != 0]
|
||||||
seg_samples_len = len(seg_samples)
|
seg_samples_len = len(seg_samples)
|
||||||
if seg_samples_len == 0:
|
if seg_samples_len == 0:
|
||||||
raise Exception(f"No segmented faces found.")
|
raise Exception(f"No segmented faces found.")
|
||||||
|
|