| 100 | ) |
| 101 | |
| 102 | def forward(self, x): |
| 103 | e0 = self.en_block0(x) |
| 104 | e1 = self.en_block1(e0) |
| 105 | e2 = self.en_block2(e1) |
| 106 | e3 = self.en_block3(e2) |
| 107 | e4 = self.en_block4(e3) |
| 108 | |
| 109 | d4 = self.de_block4(e4) |
| 110 | d4 = F.interpolate(d4, size=e3.size()[2:], mode='bilinear', align_corners=True) |
| 111 | c4 = torch.cat((d4,e3),1) |
| 112 | |
| 113 | d3 = self.de_block3(c4) |
| 114 | d3 = F.interpolate(d3, size=e2.size()[2:], mode='bilinear', align_corners=True) |
| 115 | c3 = torch.cat((d3,e2),1) |
| 116 | |
| 117 | d2 = self.de_block2(c3) |
| 118 | d2 = F.interpolate(d2, size=e1.size()[2:], mode='bilinear', align_corners=True) |
| 119 | c2 =torch.cat((d2,e1),1) |
| 120 | |
| 121 | d1 = self.de_block1(c2) |
| 122 | d1 = F.interpolate(d1, size=e0.size()[2:], mode='bilinear', align_corners=True) |
| 123 | c1 = torch.cat((d1,e0),1) |
| 124 | y = self.de_block0(c1) |
| 125 | |
| 126 | return y |
| 127 | |
| 128 | |
| 129 | class AnimeFaceSegment: |