Variational Autoencoder, Scanning Probe Microscope, Representation Learning, Invariance, Electron Microscopy.
into the data space. In this process, the VAE learns how to identify the relevant traits of the data, and can be used for denoising, reconstruction, and other imaging tasks. The unique aspect of VAEs is their capability to disentangle the data representations — meaning discover factors of