Unsupervised Learning

Unsupervised Deep Learning Methods for Biological Image Reconstruction and Enhancement

Thorough review on unsupervised deep learning methods including self-supervised methods and generative model-based methods for biological image reconstruction and enhancement is provided.

Simultaneous super-resolution and motion artifact removal in diffusion-weighted MRI using unsupervised deep learning

Unsupervised deep learning for simultaneous super-resolution and motion artifact removal of diffusion-weighted MRI scans is proposed.

Missing Cone Artifacts Removal in ODT using Unsupervised Deep Learning in Projection Domain

Unsupervised missing-cone resolving method is proposed in the context of ODT.