Marian Axente
Overview
Marian Axente, PhD, DABR, is an assistant professor of medical physics in the Department of Radiation Oncology. An ABR board certified medical physicist, Dr. Axente's focus is multi-modality image utilization for treatment planning and patient setup in cancer radiotherapy. He serves as the director of the Certificate Program in Medical Physics in the Department of Radiation Oncology at Emory University School of Medicine. He joined Emory in 2020.
Dr. Axente is a member of the Discovery and Developmental Therapeutics Research Program at Winship Cancer Institute of Emory University in Atlanta, Georgia. He holds professional memberships with American Association of Physicists in Medicine, American Board of Radiology, American Society for Radiation Oncology and European Society for Radiotherapy and Oncology.
Dr. Axente's research emphasis is on functional image treatment adaptation, and implementation of optical imaging technologies in optimizing setup reproducibility, with specific aims at foundational affordable technology that could be utilized in low- to middle-income countries.
Academic Appointment
- Assistant Professor, Department of Radiation Oncology, Emory University School of Medicine
Education
Degrees
- PhD from Virginia Commonwealth University
Research
Publications
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Data-Driven Volumetric Computed Tomography Image Generation From Surface Structures Using a Patient-Specific Deep Leaning Model.
Int J Radiat Oncol Biol Phys Volume: 121 Page(s): 1349 - 1360
04/01/2025 Authors: Pan S; Chang C-W; Tian Z; Wang T; Axente M; Shelton J; Liu T; Roper J; Yang X -
Deformable lung 4DCT image registration via landmark-driven cycle network.
Med Phys Volume: 51 Page(s): 1974 - 1984
03/01/2024 Authors: Matkovic L; Lei Y; Fu Y; Wang T; Kesarwala AH; Axente M; Roper J; Higgins K; Bradley JD; Liu T -
A Couch Mounted Smartphone-based Motion Monitoring System for Radiation Therapy.
Pract Radiat Oncol Volume: 14 Page(s): 161 - 170
01/01/2024 Authors: Capaldi DPI; Axente M; Yu AS; Prionas ND; Hirata E; Nano TF -
Radiation Treatment Plan Evaluation: An Educational Tool for Radiation Oncology Trainees
Volume: 116 Page(s): E2 - E2
07/01/2023 Authors: Ali N; Schlafstein AJ; Wolf J; Lin JY; Axente M; Bates JE; Janopaul-Naylor JR; Patel PR -
2D medical image synthesis using transformer-based denoising diffusion probabilistic model.
Phys Med Biol Volume: 68
05/05/2023 Authors: Pan S; Wang T; Qiu RLJ; Axente M; Chang C-W; Peng J; Patel AB; Shelton J; Patel SA; Roper J -
Data-Driven Volumetric Image Generation from Surface Structures using a Patient-Specific Deep Leaning Model.
05/02/2023 Authors: Pan S; Chang C-W; Axente M; Wang T; Shelton J; Liu T; Roper J; Yang X -
Single energy CT-based mass density and relative stopping power estimation for proton therapy using deep learning method.
Front Oncol Volume: 13 Page(s): 1278180
01/01/2023 Authors: Gao Y; Chang C-W; Roper J; Axente M; Lei Y; Pan S; Bradley JD; Zhou J; Liu T; Yang X -
MRI-based prostate and dominant lesion segmentation using cascaded scoring convolutional neural network.
Med Phys Volume: 49 Page(s): 5216 - 5224
08/01/2022 Authors: Eidex ZA; Wang T; Lei Y; Axente M; Akin-Akintayo OO; Ojo OAA; Akintayo AA; Roper J; Bradley JD; Liu T -
Deep Learning-Based Echocardiographic Image Segmentation for Ultrasound-Guided Cardiac Intervention
Volume: 49 Page(s): E443 - E443
06/01/2022 Authors: Lei Y; Axente M; Fu Y; Roper J; Bradley J; Liu T; Yang X -
Ultrasound-Based Motion Tracking Using Hybrid Learning Network
Volume: 49 Page(s): E225 - E226
06/01/2022 Authors: Lei Y; Axente M; Dai X; Roper J; Dhabaan A; Chen Y; Bradley J; Liu T; Yang X