Denoising Autoencoder

Encode image, add noise, then denoise

DAE

2010

NN cannot exactly see original information - has to guess.

More general, semantic - turns out to the case

diffusion models result from this.

stacked denoising auteoencoders - JMLR, 2010

a certain type of masking - salt and pepper noise (some pixels are 0 or 1.)

Last Reviewed: 10/25/2025