Publications

Lee, Dennis J.; Mulcahy-Stanislawczyk, Johnathan M.; Jimenez, Edward S.; Goodner, Ryan N.; West, Roger D.; Epstein, Collin E.; Thompson, Kyle R.; Dagel, Amber L.

Abstract not provided.

Dagel, Amber L.; Epstein, Collin E.; Finnegan, Patrick S.; Goodner, Ryan N.; Grover, Steven G.; Kernen, Burke L.; Mulcahy-Stanislawczyk, Johnathan M.; Thompson, Kyle R.; West, Roger D.

Abstract not provided.

Optics InfoBase Conference Papers

Lee, Dennis J.; Mulcahy-Stanislawczyk, Johnathan M.; Jimenez, Edward S.; West, Roger D.; Goodner, Ryan; Epstein, Collin E.; Thompson, Kyle R.; Dagel, Amber L.

We present a deep learning image reconstruction method called AirNet-SNL for sparse view computed tomography. It combines iterative reconstruction and convolutional neural networks with end-to-end training. Our model reduces streak artifacts from filtered back-projection with limited data, and it trains on randomly generated shapes. This work shows promise to generalize learning image reconstruction.

Mulcahy-Stanislawczyk, Johnathan M.; Lee, Dennis J.; Thompson, Kyle R.; Dagel, Amber L.

Abstract not provided.

Anthony, Stephen M.; Mulcahy-Stanislawczyk, Johnathan M.; Shields, Eric A.; Woodbury, Drew P.

Abstract not provided.

LeGrand, Keith L.; Byrne, Raymond H.; Datta, Pavan D.; Melgaard, David K.; Mulcahy-Stanislawczyk, Johnathan M.

Abstract not provided.

Mulcahy-Stanislawczyk, Johnathan M.

Abstract not provided.

Mulcahy-Stanislawczyk, Johnathan M.

Abstract not provided.

Ott, Evan A.; Mulcahy-Stanislawczyk, Johnathan M.

Abstract not provided.