Publications

2025

  1. A Hybrid Latent Diffusion Model for Multimodal Fusion and Prediction from Neuroimaging Data , IEEE Transactions on Medical Imaging (Under Review), (2025) .
  2. Multivit2: A data-augmented multimodal neuroimaging prediction framework via latent diffusion model , 2025 IEEE 22th International Symposium on Biomedical Imaging (ISBI), (2025) .
  3. MS-MambaTM: Multi-scaled Multimodel Mamba Transformer Mixer for 3D Medical Image Classification , 2025 IEEE 22th International Symposium on Biomedical Imaging (ISBI), (2025) .
  4. GM-LDM: Latent Diffusion Model for Brain Biomarker Identification through Functional Data-Driven Gray Matter Synthesis , 2025 IEEE 22th International Symposium on Biomedical Imaging (ISBI), (2025) .
  5. BrainFM: A Foundation Model for Multi-modal Brain MRI Data with Applications to Few-shot Disease Detection , 28th international conference on medical image computing and computer-assisted intervention, (2025) .

2024

  1. A multimodal vision transformer for interpretable fusion of functional and structural neuroimaging data , Human Brain Mapping, 17 (2024) 45.
  2. Cross-Modal Synthesis of Structural MRI and Functional Connectivity Networks via Conditional ViT-GANs , ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), (2024) .
  3. Gray matters: ViT-GAN framework for identifying schizophrenia biomarkers linking structural MRI and functional network connectivity , NeuroImage, (2024) 297.
  4. Data augmentation for schizophrenia diagnosis via vision transformer-based latent diffusion model , Fourth International Conference on Biomedicine and Bioinformatics Engineering (ICBBE 2024), (2024) .

2023

  1. Prediction of gender from longitudinal MRI data via deep learning on adolescent data reveals unique patterns associated with brain structure and change over a two-year period , Journal of Neuroscience Methods, (2023) 384.
  2. Multivit: Multimodal vision transformer for schizophrenia prediction using structural mri and functional network connectivity data , 2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI), (2023) .
  3. Exploring the power of generative deep learning for image-to-image translation and mri reconstruction: A cross-domain review , arXiv preprint arXiv:2303.09012, (2023) .

2022

  1. Deep learning prediction and visualization of gender related brain changes from longitudinal structural mri data in the abcd study , 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), (2022) .