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Dr. Lianrui Zuo of Vanderbilt University presenting our collaboration "Counterfactual brain amyloid pathology image synthesis" at Proceedings of SPIE Medical Imaging (SPIE-MI 2025), San Diego, CA, February 16–20, 2025.

Prof. J.L. Prince with Shimeng Wang, Carlos Rivas, and Dr. Jinwei Zhang at Proceedings of SPIE Medical Imaging (SPIE-MI 2025), San Diego, CA, February 16–20, 2025.

Meeting at the Henry Jackson Foundation for the team behind the Brain Biomechanics Imaging Resources on NITRC, made possible by the NIH through U01 NS112120 (PI: P.V. Bayly).

Drs. Yihao Liu and Lianrui Zuo after their hooding by Prof. J.L. Prince.

IACL at the ACTRIMS Young Scientist Meeting. From left to right, Dr. Blake Dewey, Dr. Jinwei Zhang, Savannah Hays, Dr. Shuwen Wei, & Shimeng Wang.

IACL Group Photo from the Proceedings of SPIE Medical Imaging (SPIE-MI 2024), San Diego, CA, February 18–22, 2024.

Zhangxing Bian presenting his award winning paper "Is Registering Raw Tagged-MR Enough for Strain Estimation in the Era of Deep Learning?" at the Proceedings of SPIE Medical Imaging (SPIE-MI 2024), San Diego, CA, February 18–22, 2024.

Zhangxing Bian presenting "MomentaMorph: Unsupervised Spatial-Temporal Registration with Momenta, Shooting, and Correction" at the MICCAI Workshop on Time-Series Data Analytics and Learning (MTSAIL 2023) in conjunction with the 26^th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Vancouver, Canada, October 8–12, 2023.

IACL Lab members at CMSC 2023 in Aurora, Colorado.

Dr. Muhan Shao being hooded by Prof. Jerry L. Prince.

Allen Hong giving a presentation capping off his REU Summer in IACL working with Dr. Ahmed Alshareef.

Lab members Lianrui Zuo and Yihao Liu with Dr. Yufan He after his graduation in May 2022.

2024

November

• Dr. Yihao Liu of Vanderbilt University has co-authored a paper with us titled "Vector Field Attention for Deformable Image Registration" that has appeared in the Journal of Medical Imaging.  (doi)

October

• Dr. Kshitiz Upadhyay at Louisiana State University has co-authored a paper with us titled "Effect of Human Head Shape on the Risk of Traumatic Brain Injury: A Gaussian Process Regression-Based Machine Learning Approach" that has appeared in the journal Military Medicine.  (doi)

• IACL papers at the 27^th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2024), Marrakesh, Morocco, October 6–10, 2024.
  • Savannah P. Hays presented 'Beyond MR Image Harmonization: Resolution Matters Too.  (doi)
  • Samuel W. Remedios presented TS-SR3: Time-strided denoising diffusion probabilistic model for MR super-resolution on behalf of Zejun Wu.  (doi)
  • Dr. B.E. Dewey presented RATNUS: Rapid, Automatic Thalamic Nuclei Segmentation using Multimodal MRI inputs on behalf of Anqi Feng.

IACL at MICCAI 2024
Savannah Hays presenting her poster Beyond MR Image Harmonization: Resolution Matters Too.		Sam Remedios presenting the poster TS-SR3: Time-strided denoising diffusion probabilistic model for MR super-resolution.

2023

November

"Deep Learning for Medical Image Analysis" 2^nd edition is available for pre-order before its release in December 2023.

• "Deep Learning for Medical Image Analysis" 2^nd edition is available for pre-order before its release in December 2023. It features two chapters from IACL Lab Members.
  • Lianrui Zuo is the lead author of Chapter 5 titled "An overview of disentangled representation learning for MR images".  (doi)
  • Yihao Liu is the lead author of Chapter 16 titled "OCTA Segmentation with limited training data using disentangled representation learning".  (doi)
• The book is available direct from Elsevier, as well as from Amazon.

• Chenyu Gao at Vanderbilt has co-authored a paper with us titled "Reproducibility evaluation of the effects of MRI defacing on brain segmentation" that has appeared in the Journal of Medical Imaging.  (doi)

IACL Lab members attending the ACTRIMS Young Scientist Summit in Clinical Neuroimmunology in Scottsdale, AZ.

• IACL group members attending the Americas Committee for Treatment and Research in Multiple Sclerosis (ACTRIMS) Young Scientist Summit in Clinical Neuroimmunology from October 30 thru November 2 in Scottsdale, Arizona, include:
  • Savannah Hays     
  • Yihao Liu    
  • Samuel W. Remedios
  • Lianrui Zuo     

October

Samuel Remedios wins best paper at the Simulation and Synthesis in Medical Imaging workshop (SASHIMI 2023).

• IACL papers at the 26^th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Vancouver, Canada, October 8–12, 2023.
  • Dr. Shuwen Wei presented "Recurrent Self Fusion: Iterative Denoising for Consistent Retinal OCT Segmentation", 10^th Ophthalmic Medical Image Analysis Workshop (OMIA 2023) in conjunction with the 26^th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Vancouver, Canada, October 8–12, 2023. (doi) 
  • Samuel W. Remedios presented "Self-Supervised Super-Resolution for Slice Gap MRI", Simulation and Synthesis in Medical Imaging (SASHIMI 2023) in conjunction with the 26^th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Vancouver, Canada, October 8–12, 2023. (doi) 
  • Zhangxing Bian presented "MomentaMorph: Unsupervised Spatial-Temporal Registration with Momenta, Shooting, and Correction", MICCAI Workshop on Time-Series Data Analytics and Learning (MTSAIL 2023) in conjunction with the 26^th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Vancouver, Canada, October 8–12, 2023. 

• HACA3 Code for MR Harmonization is available. The method is described in:

L. Zuo, Y. Liu, Y. Xue, B.E. Dewey, S.W. Remedios, S.P. Hays, M. Bilgel, E.M. Mowry, S.D. Newsome, P.A. Calabresi, S.M. Resnick, J.L. Prince, and A. Carass, "HACA3: A unified approach for multi-site MR image harmonization", Computerized Medical Imaging and Graphics, 109:102285, 2023. (doi) 

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