Publications

• Deep Q-learning to globally optimize a k-D parameter search for medical imaging.
  Quant Imaging Med Surg Volume: 13 Page(s): 4879 - 4896
  08/01/2023 Authors: Zhang H; Liang S; Matkovic LA; Momin S; Wang K; Yang X; Insana MF
• Cardiac Substructures Specific Knowledge-Based Treatment Planning for Lung Radiotherapy
  Volume: 49 Page(s): E119 - E119
  06/01/2022 Authors: Momin S; Wolf J; Roper J; Lei Y; Lloyd M; Liu T; Bradley J; Higgins K; Yang X; Zhang J
• Deep-Learning-Based Automated HDR Applicator Digitization for GYN Brachytherapy
  Volume: 49 Page(s): E819 - E819
  06/01/2022 Authors: Momin S; Lei Y; Wang T; Axente M; Roper J; Shelton J; Bradley J; Liu T; Yang X
• Mutual enhancing learning-based automatic segmentation of CT cardiac substructure.
  Phys Med Biol Volume: 67
  05/11/2022 Authors: Momin S; Lei Y; McCall NS; Zhang J; Roper J; Harms J; Tian S; Lloyd MS; Liu T; Bradley JD
• Cascaded mutual enhancing networks for brain tumor subregion segmentation in multiparametric MRI.
  Phys Med Biol Volume: 67
  04/11/2022 Authors: Momin S; Lei Y; Tian Z; Roper J; Lin J; Kahn S; Shu H-K; Bradley J; Liu T; Yang X
• Deep Q-learning of global optimizer of multiply model parameters for viscoelastic imaging
  
  03/31/2022 Authors: Zhang H; Wang K; Zhou Y; Momin S; Yang X; Fatemi M; Insana MF
• Enhanced cardiac substructure sparing through knowledge-based treatment planning for non-small cell lung cancer radiotherapy.
  Front Oncol Volume: 12 Page(s): 1055428
  01/01/2022 Authors: Momin S; Wolf J; Roper J; Lei Y; Liu T; Bradley JD; Higgins K; Yang X; Zhang J
• Lung tumor segmentation in 4D CT images using motion convolutional neural networks.
  Med Phys Volume: 48 Page(s): 7141 - 7153
  11/01/2021 Authors: Momin S; Lei Y; Tian Z; Wang T; Roper J; Kesarwala AH; Higgins K; Bradley JD; Liu T; Yang X
• Fully automated segmentation of brain tumor from multiparametric MRI using 3D context deep supervised U-Net.
  Med Phys Volume: 48 Page(s): 4365 - 4374
  08/01/2021 Authors: Lin M; Momin S; Lei Y; Wang H; Curran WJ; Liu T; Yang X
• Knowledge-based radiation treatment planning: A data-driven method survey.
  J Appl Clin Med Phys Volume: 22 Page(s): 16 - 44
  08/01/2021 Authors: Momin S; Fu Y; Lei Y; Roper J; Bradley JD; Curran WJ; Liu T; Yang X
• Learning-based dose prediction for pancreatic stereotactic body radiation therapy using dual pyramid adversarial network.
  Phys Med Biol Volume: 66
  06/21/2021 Authors: Momin S; Lei Y; Wang T; Zhang J; Roper J; Bradley JD; Curran WJ; Patel P; Liu T; Yang X
• Influence of Loss Functions on Accuracy of Deep Learning Based Dose Distribution Prediction for Intensity Modulated Proton Radiation Therapy
  Volume: 48
  06/01/2021 Authors: Momin S; Harms J; Lei Y; Charyyev S; Zhou J; Roper J; Bradley J; Liu T; Yang X
• A Deep Learning-Based Framework for Dose Prediction of Pancreatic Stereotactic Body Radiation Therapy
  Volume: 48
  06/01/2021 Authors: Momin S; Lei Y; Wang T; Zhang J; Roper J; Bradley J; Liu T; Patel P; Yang X
• An Unsupervised Ultrasound Liver Motion Tracking Using Deep Convolutional Neural Network
  Volume: 48
  06/01/2021 Authors: Lei Y; Dai X; Momin S; Roper J; Schreibmann E; Patel P; Bradley J; Liu T; Yang X
• Spatial Transformation Network-Based MRI-CBCT Deformable Registration for CBCT-Guided Prostate Radiotherapy
  Volume: 48
  06/01/2021 Authors: Momin S; Lei Y; Wang T; Fu Y; Roper J; Patel P; Jani A; Bradley J; Liu T; Yang X
• An Effective Deep Learning Framework for Lung Tumor Segmentation in 4D-CT
  Volume: 48
  06/01/2021 Authors: Momin S; Lei Y; Tian Z; Wang T; Roper J; Kesarwala A; Higgins K; Bradley J; Liu T; Yang X