121 citations · 287 across the 9 of their papers we have counts for
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cs.LG2020★ 40 cited
Patch2Self: Denoising Diffusion MRI with Self-Supervised Learning
Shreyas Fadnavis, Joshua Batson, Eleftherios Garyfallidis
Diffusion-weighted magnetic resonance imaging (DWI) is the only noninvasive method for quantifying microstructure and reconstructing white-matter pathways in the living human brain…
cs.CV2020★ 12 cited
Image Deconvolution via Noise-Tolerant Self-Supervised Inversion
Hirofumi Kobayashi, Ahmet Can Solak, Joshua Batson +1
We propose a general framework for solving inverse problems in the presence of noise that requires no signal prior, no noise estimate, and no clean training data. We only require t…