code: def forward(self, x):
      x = self.layer0(x)
      x = self.layer1(x)
      x = self.layer2(x)
      x = self.layer3(x)
      x = self.layer4(x)
      x = self.duc(x)
      return x
  
file_path: pywick/pywick/models/segmentation/duc_hdc.py
imports: import torch
  from torch import nn
  from torchvision import models
  from .config import res152_path
label_desc: Use image node_id 2 for calling the ResNetDUC obj's underlying member method code with example usage: obj.forward(x) and returns: x