@conference{Jiang2025,

title = {Joint Estimation of Anatomy and Implants using a Mixed Prior Model},

author = {Xiao Jiang and Grace Gang and J. Webster Stayman},

year  = {2025},

date = {2025-02-20},

booktitle = {SPIE Medical Imaging},

keywords = {CBCT, Machine Learning/Deep Learning, Metal Artifacts, Regularization Design},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{Teng2025,

title = {3D Diffusion Posterior Sampling for CT Reconstruction},

author = {Peiqing Teng and Xiao Jiang and Liang Cai and Tzu-Cheng Lee and Ruoqiao Zhang and Jian Zhou and J. Webster Stayman},

year  = {2025},

date = {2025-02-19},

booktitle = {SPIE Medical Imaging},

keywords = {Machine Learning/Deep Learning, MBIR, Regularization Design},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{Yuan2025,

title = {Recovery of GLRLM Features in Degraded Images using Deep Learning and Image Property Models},

author = {Yijie Yuan and Huay Din and Grace Kim and Michael McNitt-Gray and J. Webster Stayman and Grace Gang},

year  = {2025},

date = {2025-02-19},

urldate = {2025-02-19},

booktitle = {SPIE Medical Imaging},

keywords = {High-Fidelity Modeling, Machine Learning/Deep Learning, Radiomics},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{Lorenzon2025,

title = {Joint Reconstruction and Scatter Estimation in Cone-beam CT using Diffusion Posterior Sampling},

author = {Altea Lorenzon and Xiao Jiang and Grace Gang and J. Webster Stayman},

year  = {2025},

date = {2025-02-19},

urldate = {2025-02-19},

booktitle = {SPIE Medical Imaging},

keywords = {Artifact Correction, CBCT, Machine Learning/Deep Learning, Scatter Estimation},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{Wang2025,

title = {A conditional generative diffusion model of trabecular bone with tunable microstructure},

author = {Xin Wang and J. Webster Stayman and Wojciech Zbijewski},

year  = {2025},

date = {2025-02-18},

urldate = {2025-02-18},

booktitle = {SPIE Medical Imaging},

keywords = {Machine Learning/Deep Learning, Phantoms, Radiomics},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{nokey,

title = {CT Reconstruction using Nonlinear Diffusion Posterior Sampling with Detector Blur Modeling},

author = {Shudong Li and Xiao Jiang and Yuan Shen and J. Webster Stayman},

url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11378848/},

year  = {2024},

date = {2024-08-06},

urldate = {2024-08-06},

booktitle = {8th International Conference on Image Formation in X-Ray Computed Tomography},

volume = {8},

pages = {30-33},

keywords = {High-Fidelity Modeling, High-Resolution CT, Machine Learning/Deep Learning},

pubstate = {published},

tppubtype = {conference}

}

@conference{Lau2024,

title = {Simulating Pulmonary Nodules in Healthy Lung CT with Diffusion Networks},

author = {Benjamin Lau and Chen Ting Lin and Leonid Roshkovan and Hersh Sagreiya and Wen-Chi Hsu and Faisal Jamal and Farouk Dako and Aws Kamona and Sharyn Katz and J. Webster Stayman and Grace Gang},

year  = {2024},

date = {2024-07-25},

booktitle = {AAPM Annual Meeting},

keywords = {Lungs, Machine Learning/Deep Learning, Phantoms},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{Yuan2024c,

title = {End-to-End Deep Learning Restoration of GLCM Features from Blurred and Noisy Images},

author = {Yijie Yuan and J. Webster Stayman and Grace Gang},

year  = {2024},

date = {2024-07-25},

booktitle = {AAPM Annual Meeting},

keywords = {Machine Learning/Deep Learning, Radiomics},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{Jiang2024b,

title = {CT Material Decomposition using Spectral Diffusion Posterior Sampling},

author = {Xiao Jiang and Grace Gang and J. Webster Stayman },

url = {https://arxiv.org/abs/2402.03476},

year  = {2024},

date = {2024-06-05},

urldate = {2024-06-05},

booktitle = {8th International Conference on Image Formation in X-Ray Computed Tomography},

volume = {8},

pages = {324-327},

keywords = {Machine Learning/Deep Learning, Spectral X-ray/CT},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{Yuan2024,

title = {End-to-end deep learning restoration of GLCM features from blurred and noisy images},

author = {Yijie Yuan and J. Webster Stayman and Grace Gang},

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/12927/129271C/End-to-end-deep-learning-restoration-of-GLCM-features-from/10.1117/12.3006205.full#_=_},

doi = {10.1117/12.3006205},

year  = {2024},

date = {2024-02-22},

urldate = {2024-02-22},

booktitle = {Proc SPIE Medical Imaging},

volume = {12927},

pages = {129271C},

keywords = {Machine Learning/Deep Learning, Radiomics},

pubstate = {published},

tppubtype = {conference}

}

@conference{Liu2024,

title = {Fourier diffusion for sparse CT reconstruction },

author = {Anqi Liu and Grace Gang and J. Webster Stayman},

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/12925/1292516/Fourier-diffusion-for-sparse-CT-reconstruction/10.1117/12.3008622.full#_=_

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11378968/},

doi = {10.1117/12.3008622},

year  = {2024},

date = {2024-02-21},

urldate = {2024-02-21},

booktitle = {Proc SPIE Medical Imaging},

volume = {12925},

pages = {1292516 },

keywords = {High-Fidelity Modeling, Machine Learning/Deep Learning, Mammography, Sparse Sampling},

pubstate = {published},

tppubtype = {conference}

}

@conference{Li2024,

title = {Diffusion posterior sampling for nonlinear CT reconstruction },

author = {Shudong Li and Matt Tivnan and J. Webster Stayman},

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/12925/1292519/Diffusion-posterior-sampling-for-nonlinear-CT-reconstruction/10.1117/12.3007693.full#_=_},

doi = {10.1117/12.3007693},

year  = {2024},

date = {2024-02-21},

urldate = {2024-02-21},

booktitle = {Proc SPIE Medical Imaging},

volume = {12925},

pages = {1292519 },

keywords = {High-Fidelity Modeling, Machine Learning/Deep Learning, MBIR},

pubstate = {published},

tppubtype = {conference}

}

@conference{Jiang2023b,

title = {Multi-material Decomposition with Triple Layer Flat-Panel Detector CBCT using Model-based and Deep Learning Approaches},

author = {Xiao Jiang and Xiaoxuan Zhang and J. Webster Stayman and Grace Gang},

url = {https://aiai.jhu.edu/wp-content/uploads/Fully3D_2023_Jiang.pdf},

year  = {2023},

date = {2023-07-16},

urldate = {2023-07-16},

booktitle = {Proceedings of the 17th International Meeting on Fully 3D Image Reconstruction in Radiology and Nuclear Medicine},

journal = {Proceedings of the 16th International Meeting on Fully 3D Image Reconstruction in Radiology and Nuclear Medicine},

volume = {17},

note = {Poster Award},

keywords = {-Awards-, Machine Learning/Deep Learning, MBIR, Spectral X-ray/CT},

pubstate = {published},

tppubtype = {conference}

}

@conference{Teneggi2023,

title = {How to trust your diffusion model: A convex optimization approach to conformal risk control},

author = {Jacopo Teneggi and Matt Tivnan and J. Webster Stayman and Jeremias Sulam},

url = {https://proceedings.mlr.press/v202/teneggi23a.html},

year  = {2023},

date = {2023-07-03},

booktitle = {International Conference on Machine Learning},

pages = {33940-33960},

keywords = {Analysis, Machine Learning/Deep Learning},

pubstate = {published},

tppubtype = {conference}

}

@conference{Yuan2023,

title = {Deep learning CT image restoration using system blur models},

author = {Yijie Yuan and Matt Tivnan and Grace Gang and J. Webster Stayman},

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/12463/124634J/Deep-learning-CT-image-restoration-using-system-blur-models/10.1117/12.2655806.full},

doi = {10.1117/12.2655806},

year  = {2023},

date = {2023-04-07},

booktitle = {Proc SPIE Medical Imaging},

volume = {12463},

pages = {950-955},

publisher = {SPIE},

keywords = {High-Fidelity Modeling, Machine Learning/Deep Learning},

pubstate = {published},

tppubtype = {conference}

}

@conference{Jiang2023,

title = {Approaches for three material decomposition using a triple-layer flat-panel detector},

author = {Xiao Jiang and J. Webster Stayman and Grace Gang},

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/12463/124630X/Approaches-for-three-material-decomposition-using-a-triple-layer-flat/10.1117/12.2654468.full},

doi = {10.1117/12.2654468},

year  = {2023},

date = {2023-04-07},

booktitle = {Proc SPIE Medical Imaging},

volume = {12463},

pages = {182-187},

publisher = {SPIE},

keywords = {Machine Learning/Deep Learning, Spectral X-ray/CT},

pubstate = {published},

tppubtype = {conference}

}

@conference{Tivnan2023,

title = {Task-driven CT image quality optimization for low-contrast lesion detectability with tunable neural networks},

author = {Matt Tivnan and Tzu-Cheng Lee and Ruoqiao Zhang and Kirsten Boedeker and Liang Cai and Jeremias Sulam and J. Webster Stayman},

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/12463/124631M/Task-driven-CT-image-quality-optimization-for-low-contrast-lesion/10.1117/12.2653936.full},

doi = {10.1117/12.2653936},

year  = {2023},

date = {2023-04-07},

booktitle = {Proc SPIE Medical Imaging},

volume = {12463},

pages = {338-343},

publisher = {SPIE},

keywords = {Machine Learning/Deep Learning, Task-Driven Imaging},

pubstate = {published},

tppubtype = {conference}

}

@conference{Li2022b,

title = {Local linearity analysis of deep learning CT denoising algorithms},

author = {Junyuan Li and Wenying Wang and Matt Tivnan and Jeremias Sulam and Jerry L. Prince and Michael McNitt-Gray and J. Webster Stayman and Grace Gang},

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/12304/123040T/Local-linearity-analysis-of-deep-learning-CT-denoising-algorithms/10.1117/12.2646371.full},

doi = {10.1117/12.2646371},

year  = {2022},

date = {2022-10-17},

booktitle = {7th International Conference on Image Formation in X-Ray Computed Tomography},

volume = {12304},

pages = {123040T},

publisher = {SPIE},

keywords = {Analysis, Machine Learning/Deep Learning},

pubstate = {published},

tppubtype = {conference}

}

@conference{Tivnan2022b,

title = {Tunable neural networks for multi-material image formation from spectral CT measurements},

author = {Matt Tivnan and Grace Gang and Ruoqiao Zhang and Peter Noël and Jeremias Sulam and J. Webster Stayman},

url = {https://www.spiedigitallibrary.org/proceedings/Download?urlId=10.1117%2F12.2647138

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9627647/},

doi = {10.1117/12.2647138},

year  = {2022},

date = {2022-03-01},

booktitle = {7th International Conference on Image Formation in X-Ray Computed Tomography},

volume = {12304},

publisher = {SPIE},

keywords = {Machine Learning/Deep Learning, Spectral X-ray/CT},

pubstate = {published},

tppubtype = {conference}

}