Selected Conference Abstracts

2022

Li Z, Fan Q, Bilgic B, Wang G, Polimeni JR, Huang SY, Tian Q. Diffusion MRI Data Analysis using Brain Segmentation from Anatomical Images Synthesized from Diffusion Data by Deep Learning (DeepAnat). The Annual Meeting of ISMRM, 2022. (Oral Presentation)

Avci MY, Li Z, Fan Q, Huang SY, Bilgic B, Tian Q. Quantifying the Uncertainty of Neural Networks using Monte Carlo Dropout for Safer and More Accurate Deep Learning-based Quantitative MRI. The Annual Meeting of ISMRM, 2022. (Oral Power Pitch)

Li Z, Bilgic B, Li Z, Ying K, Polimeni JR, Huang S, Tian Q. Noise2Average: Deep Learning based Denoising without High-SNR Training Data using Iterative Residual Learning. The Annual Meeting of ISMRM, 2022. (Oral Power Pitch)

Tian Q, Li Z, Lo W, Bilgic B, Polimeni JR, Huang SY. Improving the Accessibility of Deep Learning-based Denoising for MRI using Transfer Learning and Self-supervised Learning. The Annual Meeting of ISMRM, 2022. (Oral Power Pitch)

2021

Tian Q, Li Z, Qiuyun Fan Q, Ngamsombat C, Hu Y, Liao C, Wang F, Setsompop K, Polimeni JR, Bilgic B, Huang SY. SRDTI: Deep Learning-based Super-resolution for Diffusion Tensor MRI. The Annual Meeting of ISMRM, 2021. [PDF]

Li Z, Tian Q, Ngamsombat C, Cartmell S, Conklin J, Filho ALMG, Lo W, Wang G, Ying K, Setsompop K, Fan Q, Bilgic B, Ying K, Cauley S, Huang SY. HDnGAN: High-fidelity Ultrafast Volumetric Brain MRI using a Hybrid Denoising Generative Adversarial Network. The Annual Meeting of ISMRM, 2021. (Oral Presentation, Magna Cum Laude Merit Award)

2020

Li Z, Tian Q, Ngamsombat C, Bilgic B, Fan Q, Huang SY. High-fidelity Super-resolution Diffusion Tensor Imaging using Deep Learning. The Scientific Assembly and Annual Meeting of Radiological Society of North America (RSNA), 2020. (Oral Presentation)

Li Z, Tian Q, Ngamsombat C, Bilgic B, Fan Q, Ying K, Huang SY. Synergistic Super-resolution Brain MRI and Tissue Segmentation using Multitask Deep Learning. The Scientific Assembly and Annual Meeting of Radiological Society of North America (RSNA), 2020.

Tian Q, Bilgic B, Fan Q, Ngamsombat C, Liao C, Hu Y, Witzel T, Setsompop K, Polimeni JR, Huang SY. DeepDTI: Six-direction Diffusion Tensor MRI using Deep Learning. The Annual Meeting of ISMRM, 2020. (Oral Power Pitch, Summa Cum Laude Merit Award)

Tian Q, Fan Q, Stephens KA, Ngamsombat C, Polackal M, Edlow BE, McNab JA, Salat D, Huang SY. Return-to-origin Probability from Single-shell and Multi-shell Diffusion MRI Data Correlates with Normal Aging. The Annual Meeting of ISMRM, 2020. (Oral Power Pitch)

Tian Q, Ngamsombat C, Lee H, Berger DR, Wu Y, Fan Q, Bilgic B, Novikov DS, Fieremans E, Rosen BR, Lichtman JW, Huang SY. Automated Segmentation of Human Axon and Myelin from Electron Microscopy Data using Deep Learning for Microstructural Validation and Simulation. The Annual Meeting of ISMRM, 2020.

Tian Q, Bilgic B, Fan Q, Ngamsombat C, Liao C, Hu Y, Witzel T, Setsompop K, Polimeni JR, Huang SY. High-fidelity Diffusion Tensor MRI with Six Diffusion-Weighted Images using Optimized Q-space Sampling and Deep Learning. The Workshop on Data Sampling & Image Reconstruction of ISMRM, 2020. (Oral Presentation)

2019

Tian Q, Bilgic B, Fan Q, Ngamsombat C, Chaudhari AS, Ohringer NA, Hu Y, Witzel T, Setsompop K, Polimeni JR, Huang SY. SuperSurfer: Cortical Surface Reconstruction using Super-resolution Anatomical MR Images Synthesized by Deep Learning. The Annual Meeting of ISMRM, 2019. (Oral Presentation)

Tian Q, Ngamsombat C, Bilgic B, Fan Q, Hu Y, McNab JA, Setsompop K, Polimeni JR, Huang SY. Creating a Diffusion Tractography-based Atlas of Human Thalamic Ventral Intermediate Nucleus Aided by Deep Learning. The Annual Meeting of ISMRM, 2019. (Oral Power Pitch, Magna Cum Laude Merit Award)

Tian Q, Bilgic B, Fan Q, Ngamsombat C, Liao C, Hu Y, Witzel T, Setsompop K, Polimeni JR, Huang SY. Six-direction Diffusion Tensor MRI using a Convolutional Neural Network. The Annual Meeting of ISMRM, 2019.

Tian Q, Ngamsombat C, Bilgic B, Fan Q, Hu Y, McNab JA, Setsompop K, Polimeni JR, Huang SY. A Diffusion Tractography-based Atlas of Human Thalamic Ventral Intermediate Nucleus for Neurosurgical Guidance. The Annual Meeting of American Society of Neuroradiology (ASNR), 2019. (Oral Presentation)

2018

Tian Q, Bilgic B, Fan Q, Ngamsombat C, Ohringer NA, Hu Y, Witzel T, Setsompop K, Wald LL, Polimeni JR, Huang SY. Improving Cortical Surface Reconstruction using Super-resolution Sub-millimeter Structural MRI Data Synthesized with a Convolutional Neural Network. The Workshop on Machine Learning (Part II) of ISMRM, 2018. (Oral Presentation)

Tian Q, Ngamsombat C, Bilgic B, Fan Q, Ohringer NA, Hu Y, McNab JA, Witzel T, Setsompop K, Wald LL, Polimeni JR, Huang SY. Diffusion MRI Tractography of Tremor Circuits using Subject-specific Brain Regions of Interest Segmented by a Convolutional Neural Network. The Workshop on Machine Learning (Part II) of ISMRM, 2018.

Tian Q, Fan Q, Wichtmann B, Witzel T, McNab JA, Bireley JD, Machado N, Ohringer N, Klawiter EC, Wald LL, Nummenmaa A, Huang SY. High-gradient Diffusion MRI Reveals Distinct Axon Diameter Estimates within Different White Matter Tracts in the In Vivo Human Brain. The Gordon Research Conference on In Vivo Magnetic Resonance, 2018.

2017

Tian Q, Leuze CWU, Wu H, Yang G, Chen J, Polimeni JR, McNab JA. In Vivo Identification of Granular Cortices by Whole-brain Cortical Diffusion MRI Analysis. The Annual Meeting of Organization for Human Brain Mapping (OHBM), 2017.

Tian Q, Yang G, Leuze CWU, Rokem A, Edlow BL, McNab JA. A Comprehensive Analytic Solution of Diffusion Orientation Distribution Function. The Annual Meeting of Organization for Human Brain Mapping (OHBM), 2017.

Tian Q, Yang G, Leuze CWU, Rokem A, Edlow BL, McNab JA. Model-free Fourier Reconstruction of the Diffusion Propagator from Multi-b-shell Diffusion Data. The Annual Meeting of ISMRM, 2017.

Tian Q, Leuze CWU, Wu H, Yang G, Chen J, Polimeni JR, McNab JA. Cortical Diffusion Analysis of Human Connectome Project Data Identifies Granular Cortices. The Annual Meeting of ISMRM, 2017.

2016

Tian Q, Leuze CWU, Yang G, Polimeni JR, McNab JA. In Vivo Characterization of the Radial and Tangential Diffusion Patterns in Human Cerebral Cortex. The Annual Meeting of Organization for Human Brain Mapping (OHBM), 2016.

Tian Q, Wintermark M, Pauly KB, Huss DS, Elias WJ, McNab JA. Diffusion MRI Tractography for Improved MRI-guided Focused Ultrasound Thalamotomy Targeting for Essential Tremor. The Annual Meeting of ISMRM, 2016. (Oral Presentation, Summa Cum Laude Merit Award)

2015

Tian Q, Gong E, Leuze CWU, Pauly JM, McNab JA. Effects of Motion on Coupling of Coil Elements and Parallel Imaging Reconstruction at 3T and 7T. The Annual Meeting of ISMRM, 2015.

Tian Q, Leuze CWU, Tomer R, Ferenczi E, Zeineh M, Deisseroth K, McNab JA. Quantification of 3D Microscopic Tissue Features in CLARITY Data for Comparison with Diffusion MRI. The Annual Meeting of ISMRM, 2015.

Tian Q, Leuze CWU, Rokem A, McNab JA. In Vivo Measurement of Intra-Voxel Crossing Fibers in the Cerebral Cortex Using Diffusion MRI. The Annual Meeting of ISMRM, 2015.

2014

Tian Q, Rokem A, Edlow BL, Folkerth RD, McNab JA. Optimizing Q-space Sampling Density for Diffusion Spectrum Imaging. The Annual Meeting of ISMRM, 2014.