For example, a denoising convolutional autoencoder has been successfully deployed to reconstruct high-resolution ECG signals from low-resolution inputs, thereby addressing limitations in sampling ...

The graph below shows the total number of publications each year in Hyperspectral Image Denoising Techniques. References [1] LatentHSI: Restore hyperspectral images in a latent space .

At 1 sample per pixel (spp), the Monte Carlo integration of indirect illumination results in very noisy images, and the problem can therefore be framed as reconstruction instead of denoising. Previous ...