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Erik C. B. Johnson

Researcher at Johns Hopkins University Applied Physics Laboratory

Publications -  89
Citations -  2452

Erik C. B. Johnson is an academic researcher from Johns Hopkins University Applied Physics Laboratory. The author has contributed to research in topics: Computer science & Medicine. The author has an hindex of 18, co-authored 62 publications receiving 1665 citations. Previous affiliations of Erik C. B. Johnson include Emory University & University of Illinois at Urbana–Champaign.

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Multi-Scale Modeling of Neural Structure in X-Ray Imagery

TL;DR: This work introduces a deep learning framework for segmentation of brain structure at multiple scales by leveraging a modified U-Net architecture with a multi-task learning objective and unsupervised pre-training to simultaneously model both the micro and macro architecture of the brain.
Proceedings ArticleDOI

MTNeuro: A Benchmark for Evaluating Representations of Brain Structure Across Multiple Levels of Abstraction

TL;DR: This work introduces a new dataset, annotations, and multiple downstream tasks that provide diverse ways to readout information about brain structure and architecture from the same image, and evaluated several supervised and self-supervised models for brain-region prediction and pixel-level semantic segmentation of microstructures.