DL- Convolutional Autoencoder for Image Denoising

AIM

To develop a convolutional autoencoder for image denoising application.

THEORY

Neural Network Model

Include the neural network model diagram.

DESIGN STEPS

STEP 1:

Write your own steps

STEP 2:

STEP 3:

STEP 4:

STEP 5:

STEP 6:

PROGRAM

Name:

Register Number:

# Autoencoder Definition
class DenoisingAutoencoder(nn.Module):
    def __init__(self):



# Initialize model

# Training function

# Visualization function

OUTPUT

Model Summary

Include your model summary

Training loss

Original vs Noisy Vs Reconstructed Image

Include a few sample images here.

RESULT

Include your result here