请写一个基于残差网络的图像降噪的模型，使用pytorch框架，使用python语言

我可以给你一个基于残差网络的图像降噪模型的简略示例：import torch
import torch.nn as nnclass ResidualNoise(nn.Module):
def __init__(self):
super(ResidualNoise, self).__init__()
self.conv1 = nn.Conv2d(3, 16, 3, padding=1)
self.conv2 = nn.Conv2d(16, 16, 3, padding=1)
self.conv3 = nn.Conv2d(16, 3, 3, padding=1)
self.relu = nn.ReLU()

def forward(self, x):
x0 = x
x = self.conv1(x)
x = self.relu(x)
x = self.conv2(x)
x = self.relu(x)
x = self.conv3(x)
out = x + x0
return out

model = ResidualNoise()