@inproceedings{Din2026,

title = {A Theoretical Prediction of CT-based Radiomics Feature Variance to Improve the Performance Classification Models},

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

year  = {2026},

date = {2026-06-01},

urldate = {2026-06-01},

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

note = {Accepted. Top 4 Scoring Abstract!},

keywords = {-Awards-, Analysis, Radiomics},

pubstate = {forthcoming},

tppubtype = {inproceedings}

}

@inproceedings{Li2026,

title = {A Generative Model of Lung Patches Conditioned on Radiomics Features},

author = {Patrick Li and Yijie Yuan and Xin Wang and Huay Din and Cheng Ting Lin and Grace Kim and Michael McNitt-Gray and J. Webster Stayman and Grace Gang},

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/13924/1392409/A-generative-model-of-lung-CT-conditioned-on-radiomics-features/10.1117/12.3088074.full},

doi = {10.1117/12.3088074},

year  = {2026},

date = {2026-04-02},

urldate = {2026-04-02},

booktitle = {SPIE Medical Imaging},

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

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Din2026b,

title = {Using a physics-based approach to standardize radiomics values: experimental validation in an anthropomorphic phantom on a clinical CT scanner using a range of dose levels and reconstruction kernels},

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

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/13924/1392408/Using-a-physics-based-approach-to-standardize-radiomics-values/10.1117/12.3087679.full},

doi = {10.1117/12.3087679},

year  = {2026},

date = {2026-04-02},

urldate = {2026-04-02},

booktitle = {SPIE Medical Imaging},

volume = {13924},

keywords = {Radiomics},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{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},

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/13406/134062B/Recovery-of-GLRLM-features-in-degraded-images-using-deep-learning/10.1117/12.3047257.short},

doi = {10.1117/12.3047257},

year  = {2025},

date = {2025-04-11},

urldate = {2025-04-11},

booktitle = {SPIE Medical Imaging},

volume = {13406},

pages = {134062B},

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

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Wang2025,

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

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

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/13410/134100B/A-conditional-generative-diffusion-model-of-trabecular-bone-with-tunable/10.1117/12.3049125.short},

doi = {10.1117/12.3049125},

year  = {2025},

date = {2025-04-02},

urldate = {2025-04-02},

booktitle = {SPIE Medical Imaging},

volume = {13410},

pages = {134100B},

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

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{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},

url = {https://aapm.confex.com/aapm/2024am/meetingapp.cgi/Paper/12454},

year  = {2024},

date = {2024-07-25},

urldate = {2024-07-25},

booktitle = {AAPM Annual Meeting},

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

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{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 = {inproceedings}

}

@inproceedings{Gang2021,

title = {End-to-end modeling for predicting and estimating radiomics: application to gray level co-occurrence matrices in CT},

author = {Grace Gang and Radhika Deshpande and J. Webster Stayman},

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/11595/1159509/End-to-end-modeling-for-predicting-and-estimating-radiomics/10.1117/12.2582150.full},

doi = {10.1117/12.2582150},

year  = {2021},

date = {2021-02-15},

booktitle = {SPIE Medical Imaging},

volume = {11595},

pages = {1159509},

publisher = {International Society for Optics and Photonics},

keywords = {Analysis, Radiomics},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Pan2021,

title = {Generative adversarial networks and radiomics supervision for lung lesion synthesis},

author = {Shaoyan Pan and Jessica Flores and Cheng Ting Lin and J. Webster Stayman and Grace Gang},

url = {https://www.spiedigitallibrary.org/conference-proceedings-of-spie/11595/115950O/Generative-adversarial-networks-and-radiomics-supervision-for-lung-lesion-synthesis/10.1117/12.2582151.full},

doi = {10.1117/12.2582151},

year  = {2021},

date = {2021-02-15},

urldate = {2021-02-15},

booktitle = {SPIE Medical Imaging},

volume = {11595},

pages = {115950O},

publisher = {International Society for Optics and Photonics},

note = {Robert F. Wagner All-conference Best Student Paper Award },

keywords = {-Awards-, Lungs, Machine Learning/Deep Learning, Radiomics, System Assessment},

pubstate = {published},

tppubtype = {inproceedings}

}