AS
Adam M. Saunders
eess.IVcs.CVdiffusion MRIHarmonizationBraindeep learningdiffusion-informed spatial smoothingdiffusion magnetic resonance imagingDiffusion Magnetic Resonance ImagingDiffusion Tensor Imaging
On Valency
published · living versionsW_wyrcf6u8·v1 · currentpublished
Neural fields for adaptive white matter microstructural modeling
with Gaurav Rudravaram, Elyssa M. McMaster, Michael E. Kim, Trent Schwartz +4
1 version
W_yrjnsj24·v1published
Preprints & journals
34 papers in the corpus · 2017–2026Directionally Factorized Illumination with Spherical Harmonic Rotation2610.24811v1 · Yimeng Dou, Adam M. Saunders, Andre T. S. Hucke et al.2026 · 0 citationsarXivon Valency
Generalizable field of view extension for diffusion MRI via conditional flow matching2610.17401v1 · Gaurav Rudravaram, Lianrui Zuo, Ema Topolnjak et al.2026 · 0 citationsarXiv
Charting confidence in white matter brain charts: enabling study planning through stability validation.42787282 · Kim, Michael E, Rudravaram, Gaurav, Saunders, Adam M et al.2026 · 0 citationsJournal of medical imaging (Bellingham, Wash.). 2026;13(5):054001
Contrastive learning and advanced bundle metrics outperform fractional anisotropy for Alzheimer's disease diffusion MRI prediction: findings from the Beyond FA challenge.42889931 · McMaster, Elyssa, Newlin, Nancy, Schwartz, Trent et al.2026 · 0 citationsJournal of medical imaging (Bellingham, Wash.). 2026;13(5):054003
A geometric-to-neural cascade for cerebral microbleed detection in susceptibility-weighted MRI.42619728 · Bogdanov, Sam, Rudravaram, Gaurav, Saunders, Adam M et al.2026 · 0 citationsbioRxiv : the preprint server for biology. 2026
Large-Scale Deployment and Analytical Implications of Structured Quality Control in Diffusion Magnetic Resonance Imaging2605.21799v1 · Michael E. Kim, Chenyu Gao, Karthik Ramadass et al.2026 · 0 citationsarXiv
HARMONIZATION MITIGATES DIFFUSION MRI SCANNER EFFECTS IN INFANCY: INSIGHTS FROM THE HEALTHY BRAIN AND CHILD DEVELOPMENT (HBCD) STUDY.41958470 · McMaster, Elyssa M, Rudravaram, Gaurav, Kim, Michael E et al.2026 · 0 citationsArXiv. 2026
EVALUATION OF NEUROCOMBAT AND DEEP LEARNING HARMONIZATION FOR MULTI-SITE MAGNETIC RESONANCE NEUROIMAGING IN YOUTH WITH PRENATAL ALCOHOL EXPOSURE.41958471 · Scholten, Chloe, McMaster, Elyssa M, Saunders, Adam M et al.2026 · 0 citationsArXiv. 2026
DermIDS: Dermatology imaging data structure for scalable and interoperable AI systems.42038928 · Cho, Chloe, McNeil, Andrew J, Jiang, Bohan et al.2026 · 0 citationsProceedings of SPIE--the International Society for Optical Engineering. 2026;13930
DeepFixel: Crossing white matter fiber identification through spherical convolutional neural networks.42182081 · Saunders, Adam M, Remedios, Lucas W, McMaster, Elyssa M et al.2026 · 0 citationsProceedings of SPIE--the International Society for Optical Engineering. 2026;13929
Phenotype discovery of traumatic brain injury segmentations from heterogeneous multi-site data.42266432 · Saunders, Adam M, Kim, Michael E, Rudravaram, Gaurav et al.2026 · 0 citationsProceedings of SPIE--the International Society for Optical Engineering. 2026;13925
Personalized White Matter Bundle Segmentation for Early Childhood.42266436 · McMaster, Elyssa M, Kim, Michael E, Newlin, Nancy R et al.2026 · 0 citationsProceedings of SPIE--the International Society for Optical Engineering. 2026;13925
Lifespan Pancreas Morphology for Control Versus Type 2 Diabetes Using AI on Largescale Clinical Imaging.41556492 · Remedios, Lucas W, Cho, Chloe, Schwartz, Trent M et al.2026 · 1 citationClinical anatomy (New York, N.Y.). 2026
EVALUATION OF NEUROCOMBAT AND DEEP LEARNING HARMONIZATION FOR MULTI-SITE MAGNETIC RESONANCE NEUROIMAGING IN YOUTH WITH PRENATAL ALCOHOL EXPOSURE.42583342 · Scholten, Chloe, McMaster, Elyssa M, Saunders, Adam M et al.2026 · 0 citationsProceedings. IEEE International Symposium on Biomedical Imaging. 2026;2026
Quality assurance of the Federal Interagency Traumatic Brain Injury Research (FITBIR) database for multi-site MRI analysis2512.03202v2 · Adam M. Saunders, Michael E. Kim, Gaurav Rudravaram et al.2025 · 0 citationsarXiv
Multipath cycleGAN for harmonization of paired and unpaired low-dose lung computed tomography reconstruction kernels.41206352 · Krishnan, Aravind R, Li, Thomas Z, Remedios, Lucas W et al.2025 · 2 citationsMedical physics. 2025;52(11):e70120
Data-driven abdominal phenotypes of type 2 diabetes in lean, overweight, and obese cohorts from computed tomography.41427059 · Remedios, Lucas W, Cho, Chloe, Schwartz, Trent M et al.2025 · 1 citationJournal of medical imaging (Bellingham, Wash.). 2025;12(6):064006
Sensitivity of quantitative diffusion MRI tractography and microstructure to anisotropic spatial sampling.41057117 · McMaster, Elyssa M, Newlin, Nancy R, Cho, Chloe et al.2025 · 3 citationsMagnetic resonance imaging. 2025;124:110539
Lifespan Pancreas Morphology for Control vs Type 2 Diabetes using AI on Largescale Clinical Imaging2508.14878v1 · Lucas W. Remedios, Chloe Cho, Trent M. Schwartz et al.2025 · 0 citationsarXiv
Brain age identification from diffusion MRI synergistically predicts neurodegenerative disease.40800739 · Gao, Chenyu, Kim, Michael E, Ramadass, Karthik et al.2026 · 3 citationsImaging neuroscience (Cambridge, Mass.). 2025;3
Influence of early through late fusion on pancreas segmentation from imperfectly registered multimodal magnetic resonance imaging.40291815 · Remedios, Lucas W, Liu, Han, Remedios, Samuel W et al.2026 · 4 citationsJournal of medical imaging (Bellingham, Wash.). 2025;12(2):024008
A 4D atlas of diffusion-informed spatial smoothing windows for BOLD signal in white matter.40370411 · Saunders, Adam M, Rudravaram, Gaurav, Newlin, Nancy R et al.2026 · 0 citationsProceedings of SPIE--the International Society for Optical Engineering. 2025;13406
Vasculature-informed spatial smoothing of white matter functional magnetic resonance imaging.40370412 · Saunders, Adam M, Kim, Michael E, Schilling, Kurt G et al.2026 · 0 citationsProceedings of SPIE--the International Society for Optical Engineering. 2025;13406
Identifying Cellular Neighborhood Phenotypes Differentiating Normal and Quiescent Crohn's Disease via MxIF.41323935 · Rudravaram, Gaurav, Bao, Shunxing, Krishnan, Aravind R et al.2026 · 0 citationsProceedings of SPIE--the International Society for Optical Engineering. 2025;13413
A technical assessment of latent diffusion for Alzheimer's Disease progression.41445917 · McMaster, Elyssa, Puglisi, Lemuel, Gao, Chenyu et al.2026 · 3 citationsProceedings of SPIE--the International Society for Optical Engineering. 2025;13406
The Medical Segmentation Decathlon without a Doctorate.41450847 · Samir, Jessica, Ramadass, Karthik, Saunders, Adam M et al.2026 · 1 citationProceedings of SPIE--the International Society for Optical Engineering. 2025;13410
Investigating the impact of kernel harmonization and deformable registration on inspiratory and expiratory chest CT images for people with COPD.41450848 · Krishnan, Aravind R, Liu, Yihao, Xu, Kaiwen et al.2026 · 0 citationsProceedings of SPIE--the International Society for Optical Engineering. 2025;13410
Comparison and calibration of MP2RAGE quantitative T1 values to multi-TI inversion recovery T1 values.39756665 · Saunders, Adam M, Kim, Michael E, Gao, Chenyu et al.2025 · 4 citationsMagnetic resonance imaging. 2025;117:110322
Data-driven nucleus subclassification on colon hematoxylin and eosin using style-transferred digital pathology.39507410 · Remedios, Lucas W, Bao, Shunxing, Remedios, Samuel W et al.2026 · 2 citationsJournal of medical imaging (Bellingham, Wash.). 2024;11(6):067501
Super-resolution multi-contrast unbiased eye atlases with deep probabilistic refinement.39554509 · Lee, Ho Hin, Saunders, Adam M, Kim, Michael E et al.2026 · 1 citationJournal of medical imaging (Bellingham, Wash.). 2024;11(6):064004
Influence of Early through Late Fusion on Pancreas Segmentation from Imperfectly Registered Multimodal MRI2409.04563v1 · Lucas W. Remedios, Han Liu, Samuel W. Remedios et al.2024 · 1 citationarXiv
Harmonized connectome resampling for variance in voxel sizes.39130197 · McMaster, Elyssa M, Newlin, Nancy R, Rudravaram, Gaurav et al.2026 · 6 citationsArXiv. 2024
Data-driven Nucleus Subclassification on Colon H&E using Style-transferred Digital Pathology2407.06116v1 · Lucas W. Remedios, Shunxing Bao, Samuel W. Remedios et al.2024 · 1 citationarXiv
Machine-learned and codified synthesis parameters of oxide materials.28895943 · Kim, Edward, Huang, Kevin, Tomala, Alex et al.2018 · 165 citationsScientific data. 2017;4:170127
Career total: 40 works. 34 are in this corpus.
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