Search Results for author: Bruce R. Rosen

Found 3 papers, 1 papers with code

Uncertainty Estimation and Out-of-Distribution Detection for Deep Learning-Based Image Reconstruction using the Local Lipschitz

no code implementations12 May 2023 Danyal F. Bhutto, Bo Zhu, Jeremiah Z. Liu, Neha Koonjoo, Hongwei B. Li, Bruce R. Rosen, Matthew S. Rosen

We compare our proposed approach with baseline methods: Monte-Carlo dropout and deep ensembles, and further analysis included MRI denoising and Computed Tomography (CT) sparse-to-full view reconstruction using UNET architectures.

Computed Tomography (CT) Data Augmentation +3

Image reconstruction by domain transform manifold learning

1 code implementation28 Apr 2017 Bo Zhu, Jeremiah Z. Liu, Bruce R. Rosen, Matthew S. Rosen

Image reconstruction plays a critical role in the implementation of all contemporary imaging modalities across the physical and life sciences including optical, MRI, CT, PET, and radio astronomy.

Astronomy Image Reconstruction

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