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synced 2025-08-14 02:37:00 -07:00
changed help message for pixel loss:
Pixel loss may help to enhance fine details and stabilize face color. Use it only if quality does not improve over time. SAE: previous SAE model will not work with this update. Greatly decreased chance of model collapse. Increased model accuracy. Residual blocks now default and this option has been removed. Improved 'learn mask'. Added masked preview (switch by space key) Converter: fixed rct/lct in seamless mode added mask mode (6) learned*FAN-prd*FAN-dst added mask editor, its created for refining dataset for FANSeg model, and not for production, but you can spend your time and test it in regular fakes with face obstructions
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22 changed files with 715 additions and 387 deletions
104
imagelib/IEPolys.py
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104
imagelib/IEPolys.py
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import numpy as np
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import cv2
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class IEPolysPoints:
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def __init__(self, IEPolys_parent, type):
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self.parent = IEPolys_parent
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self.type = type
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self.points = np.empty( (0,2), dtype=np.int32 )
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self.n_max = self.n = 0
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def add(self,x,y):
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self.points = np.append(self.points[0:self.n], [ (x,y) ], axis=0)
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self.n_max = self.n = self.n + 1
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self.parent.dirty = True
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def n_dec(self):
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self.n = max(0, self.n-1)
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self.parent.dirty = True
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return self.n
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def n_inc(self):
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self.n = min(len(self.points), self.n+1)
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self.parent.dirty = True
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return self.n
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def n_clip(self):
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self.points = self.points[0:self.n]
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self.n_max = self.n
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def cur_point(self):
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return self.points[self.n-1]
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def points_to_n(self):
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return self.points[0:self.n]
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def set_points(self, points):
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self.points = np.array(points)
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self.n_max = self.n = len(points)
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self.parent.dirty = True
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class IEPolys:
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def __init__(self):
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self.list = []
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self.n_max = self.n = 0
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self.dirty = True
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def add(self, type):
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self.list = self.list[0:self.n]
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self.list.append ( IEPolysPoints(self, type) )
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self.n_max = self.n = self.n + 1
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self.dirty = True
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def n_dec(self):
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self.n = max(0, self.n-1)
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self.dirty = True
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return self.n
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def n_inc(self):
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self.n = min(len(self.list), self.n+1)
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self.dirty = True
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return self.n
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def n_list(self):
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return self.list[self.n-1]
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def n_clip(self):
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self.list = self.list[0:self.n]
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self.n_max = self.n
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if self.n > 0:
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self.list[-1].n_clip()
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def __iter__(self):
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for n in range(self.n):
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yield self.list[n]
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def switch_dirty(self):
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d = self.dirty
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self.dirty = False
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return d
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def overlay_mask(self, mask):
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h,w,c = mask.shape
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white = (1,)*c
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black = (0,)*c
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for n in range(self.n):
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poly = self.list[n]
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if poly.n > 0:
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cv2.fillPoly(mask, [poly.points_to_n()], white if poly.type == 1 else black )
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def dump(self):
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result = []
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for n in range(self.n):
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l = self.list[n]
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result += [ (l.type, l.points_to_n().tolist() ) ]
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return result
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@staticmethod
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def load(ie_polys=None):
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obj = IEPolys()
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if ie_polys is not None:
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for (type, points) in ie_polys:
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obj.add(type)
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obj.n_list().set_points(points)
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return obj
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