A. You can train a CNN-based model on a dataset of noisy and corresponding clean images to denoise an image using CNN. The model learns to map the noisy images to their corresponding denoised versions. Once trained, the CNN can denoise new images by passing them through the network and obtaining the reconstructed clean images.