| 2025 | ICCV | Adapting Vision-Language Models for 3D CT/MRI Understanding on PMBB via Slice Selection and Explanation Analysis. | Hongzhuo Chen, Rahul Shukla, Ruiming Wu, Shu Yang, Duy Duong-Tran, Duy Minh Ho Nguyen, Mathias Niepert, Cameron Beeche, James C. Gee, Jeffrey T. Duda, Rakesh Sharma, Christos Davatzikos, Walter R. Witschey, Bojian Hou, Li Shen |
| 2025 | ICCV | Multi-Modal Deep Clustering Survival Machines for Alzheimer's Disease Subtype Discovery. | Zixuan Wen, Bojian Hou, Weiqing He, Shu Yang, Jason H. Moore, Andrew J. Saykin, Heng Huang, Paul M. Thompson, Marylyn D. Ritchie, Christos Davatzikos, Li Shen |
| 2025 | ICLR | Adaptive Shrinkage Estimation for Personalized Deep Kernel Regression in Modeling Brain Trajectories. | Vasiliki Tassopoulou, Haochang Shou, Christos Davatzikos |
| 2023 | MICCAI | Identifying Shared Neuroanatomic Architecture Between Cognitive Traits Through Multiscale Morphometric Correlation Analysis. | Zixuan Wen, Jingxuan Bao, Shu Yang, Shannon L. Risacher, Andrew J. Saykin, Paul M. Thompson, Christos Davatzikos, Heng Huang, Yize Zhao, Li Shen |
| 2022 | ICLR | Surreal-GAN: Semi-Supervised Representation Learning via GAN for uncovering heterogeneous disease-related imaging patterns. | Zhijian Yang, Junhao Wen, Christos Davatzikos |
| 2021 | MICCAI | Harmonization with Flow-Based Causal Inference. | Rongguang Wang, Pratik Chaudhari, Christos Davatzikos |
| 2020 | MICCAI | A Deep Network for Joint Registration and Reconstruction of Images with Pathologies. | Xu Han, Zhengyang Shen, Zhenlin Xu, Spyridon Bakas, Hamed Akbari, Michel Bilello, Christos Davatzikos, Marc Niethammer |
| 2020 | MICCAI | O-Net: An Overall Convolutional Network for Segmentation Tasks. | Omid Haji Maghsoudi, Aimilia Gastounioti, Lauren Pantalone, Christos Davatzikos, Spyridon Bakas, Despina Kontos |
| 2020 | MICCAI | MAGIC: Multi-scale Heterogeneity Analysis and Clustering for Brain Diseases. | Junhao Wen, Erdem Varol, Ganesh B. Chand, Aristeidis Sotiras, Christos Davatzikos |
| 2018 | MICCAI | Multi-stage Association Analysis of Glioblastoma Gene Expressions with Texture and Spatial Patterns. | Samar S. M. Elsheikh, Spyridon Bakas, Nicola J. Mulder, Emile R. Chimusa, Christos Davatzikos, Alessandro Crimi |
| 2018 | MICCAI | Patient-Specific Registration of Pre-operative and Post-recurrence Brain Tumor MRI Scans. | Xu Han, Spyridon Bakas, Roland Kwitt, Stephen R. Aylward, Hamed Akbari, Michel Bilello, Christos Davatzikos, Marc Niethammer |
| 2018 | MICCAI | Generative Discriminative Models for Multivariate Inference and Statistical Mapping in Medical Imaging. | Erdem Varol, Aristeidis Sotiras, Ke Zeng, Christos Davatzikos |
| 2017 | ICASSP | Pattern recognition of functional brain networks. | Yong Fan, Christos Davatzikos |
| 2017 | MICCAI | Subject-Specific Structural Parcellations Based on Randomized AB-divergences. | Nicolas Honnorat, Drew Parker, Birkan Tun, Christos Davatzikos, Ragini Verma |
| 2017 | MICCAI | Brain Cancer Imaging Phenomics Toolkit (brain-CaPTk): An Interactive Platform for Quantitative Analysis of Glioblastoma. | Saima Rathore, Spyridon Bakas, Sarthak Pati, Hamed Akbari, Ratheesh Kalarot, Patmaa Sridharan, Martin Rozycki, Mark Bergman, Birkan Tun, Ragini Verma, Michel Bilello, Christos Davatzikos |
| 2017 | SC | A framework for scalable biophysics-based image analysis. | Amir Gholami, Andreas Mang, Klaudius Scheufele, Christos Davatzikos, Miriam Mehl, George Biros |
| 2016 | MICCAI | Structured Outlier Detection in Neuroimaging Studies with Minimal Convex Polytopes. | Erdem Varol, Aristeidis Sotiras, Christos Davatzikos |
| 2016 | MICCAI | Segmentation of Gliomas in Pre-operative and Post-operative Multimodal Magnetic Resonance Imaging Volumes Based on a Hybrid Generative-Discriminative Framework. | Ke Zeng, Spyridon Bakas, Aristeidis Sotiras, Hamed Akbari, Martin Rozycki, Saima Rathore, Sarthak Pati, Christos Davatzikos |
| 2015 | ISVC | A Robust Energy Minimization Algorithm for MS-Lesion Segmentation. | Zhaoxuan Gong, Dazhe Zhao, Chunming Li, Wenjun Tan, Christos Davatzikos |
| 2015 | MICCAI | GLISTRboost: Combining Multimodal MRI Segmentation, Registration, and Biophysical Tumor Growth Modeling with Gradient Boosting Machines for Glioma Segmentation. | Spyridon Bakas, Ke Zeng, Aristeidis Sotiras, Saima Rathore, Hamed Akbari, Bilwaj Gaonkar, Martin Rozycki, Sarthak Pati, Christos Davatzikos |
| 2015 | MICCAI | Estimating Patient Specific Templates for Pre-operative and Follow-Up Brain Tumor Registration. | Dongjin Kwon, Ke Zeng, Michel Bilello, Christos Davatzikos |
| 2015 | MICCAI | Disentangling Disease Heterogeneity with Max-Margin Multiple Hyperplane Classifier. | Erdem Varol, Aristeidis Sotiras, Christos Davatzikos |
| 2015 | MICCAI | Classification of MRI under the Presence of Disease Heterogeneity using Multi-Task Learning: Application to Bipolar Disorder. | Xiangyang Wang, Tianhao Zhang, Tiffany M. Chaim, Marcus V. Zanetti, Christos Davatzikos |
| 2014 | MICCAI | Discriminative Sparse Connectivity Patterns for Classification of fMRI Data. | Harini Eavani, Theodore D. Satterthwaite, Raquel E. Gur, Ruben C. Gur, Christos Davatzikos |
| 2014 | MICCAI | Combining Generative Models for Multifocal Glioma Segmentation and Registration. | Dongjin Kwon, Russell T. Shinohara, Hamed Akbari, Christos Davatzikos |
| 2014 | MICCAI | Supervised Block Sparse Dictionary Learning for Simultaneous Clustering and Classification in Computational Anatomy. | Erdem Varol, Christos Davatzikos |
| 2013 | MICCAI | Segmentation of the Left Ventricle Using Distance Regularized Two-Layer Level Set Approach. | Chaolu Feng, Chunming Li, Dazhe Zhao, Christos Davatzikos, Harold Litt |
| 2013 | MICCAI | A Bayesian Approach for Construction of Sparse Statistical Shape Models Using Dirichlet Distribution. | Ali Gooya, Elaheh Mousavi, Christos Davatzikos, Hongen Liao |
| 2012 | MICCAI | Deriving Statistical Significance Maps for SVM Based Image Classification and Group Comparisons. | Bilwaj Gaonkar, Christos Davatzikos |
| 2012 | MICCAI | Nonlinear Discriminant Graph Embeddings for Detecting White Matter Lesions in FLAIR MRI. | Samuel Kadoury, Gray Erus, Christos Davatzikos |
| 2012 | MICCAI | Regional Manifold Learning for Deformable Registration of Brain MR Images. | Dong Hye Ye, Jihun Hamm, Dongjin Kwon, Christos Davatzikos, Kilian M. Pohl |
| 2011 | MICCAI | Regularized Tensor Factorization for Multi-Modality Medical Image Classification. | Nematollah Batmanghelich, Aoyan Dong, Ben Taskar, Christos Davatzikos |
| 2011 | MICCAI | Multi-Kernel Classification for Integration of Clinical and Imaging Data: Application to Prediction of Cognitive Decline in Older Adults. | Roman Filipovych, Susan M. Resnick, Christos Davatzikos |
| 2011 | MICCAI | Pattern Based Morphometry. | Bilwaj Gaonkar, Kilian M. Pohl, Christos Davatzikos |
| 2011 | MICCAI | Joint Segmentation and Deformable Registration of Brain Scans Guided by a Tumor Growth Model. | Ali Gooya, Kilian M. Pohl, Michel Bilello, George Biros, Christos Davatzikos |
| 2010 | CVPR | Application of trace-norm and low-rank matrix decomposition for computational anatomy. | Nematollah Batmanghelich, Ali Gooya, Stathis Kanterakis, Ben Taskar, Christos Davatzikos |
| 2010 | CVPR | Learning high-dimensional image statistics for abnormality detection on medical images. | Gray Erus, Evangelia I. Zacharaki, R. Nick Bryan, Christos Davatzikos |
| 2010 | CVPR | An EM algorithm for brain tumor image registration: A tumor growth modeling based approach. | Ali Gooya, George Biros, Christos Davatzikos |
| 2010 | CVPR | Groupwise morphometric analysis based on high dimensional clustering. | Dong Hye Ye, Kilian M. Pohl, Harold Litt, Christos Davatzikos |
| 2010 | MICCAI | Imaging as a Surrogate for the Early Prediction and Assessment of Treatment Response through the Analysis of 4-D Texture Ensembles (ISEPARATE). | Peter Maday, Parmeshwar Khurd, Lance Ladic, Mitchell D. Schnall, Mark Rosen, Christos Davatzikos, Ali Kamen |
| 2010 | MICCAI | Simultaneous Geometric - Iconic Registration. | Aristeidis Sotiras, Yangming Ou, Ben Glocker, Christos Davatzikos, Nikos Paragios |
| 2010 | MICCAI | Spatio-temporal Analysis of Brain MRI Images Using Hidden Markov Models. | Ying Wang, Susan M. Resnick, Christos Davatzikos |
| 2010 | MICCAI | Optimally-Discriminative Voxel-Based Analysis. | Tianhao Zhang, Christos Davatzikos |
| 2009 | CVPR | Groupwise morphometric analysis based on morphological appearance manifold. | Naixiang Lian, Christos Davatzikos |
| 2009 | CVPR | Non-rigid registration between histological and MR images of the prostate: A joint segmentation and registration framework. | Yangming Ou, Dinggang Shen, Michael D. Feldman, John Tomaszewski, Christos Davatzikos |
| 2009 | MICCAI | Efficient Large Deformation Registration via Geodesics on a Learned Manifold of Images. | Jihun Hamm, Christos Davatzikos, Ragini Verma |
| 2009 | MICCAI | Biomechanically-Constrained 4D Estimation of Myocardial Motion. | Hari Sundar, Christos Davatzikos, George Biros |
| 2008 | IPAS | Application of statistical cancer atlas for 3D biopsy. | Ramkrishnan Narayanan, Dinggang Shen, Christos Davatzikos, E. David Crawford, Albaha Barqawi, Priya N. Werahera, Dinesh K. Kumar, Jasjit S. Suri |
| 2008 | MICCAI | Diffusion Tensor Image Registration Using Tensor Geometry and Orientation Features. | Jinzhong Yang, Dinggang Shen, Christos Davatzikos, Ragini Verma |
| 2008 | MICCAI | Measuring Brain Lesion Progression with a Supervised Tissue Classification System. | Evangelia I. Zacharaki, Stathis Kanterakis, R. Nick Bryan, Christos Davatzikos |
| 2007 | CVPR | Manifold Learning Techniques in Image Analysis of High-dimensional Diffusion Tensor Magnetic Resonance Images. | Parmeshwar Khurd, Sajjad Baloch, Ruben C. Gur, Christos Davatzikos, Ragini Verma |
| 2007 | MICCAI | Modeling Glioma Growth and Mass Effect in 3D MR Images of the Brain. | Cosmina Hogea, Christos Davatzikos, George Biros |
| 2007 | MICCAI | Robust Computation of Mutual Information Using Spatially Adaptive Meshes. | Hari Sundar, Dinggang Shen, George Biros, Chenyang Xu, Christos Davatzikos |
| 2007 | SC | Low-constant parallel algorithms for finite element simulations using linear octrees. | Hari Sundar, Rahul S. Sampath, Santi S. Adavani, Christos Davatzikos, George Biros |
| 2006 | CVPR | Detecting Cognitive States from fMRI Images by Machine Learning and Multivariate Classification. | Yong Fan, Dinggang Shen, Christos Davatzikos |
| 2006 | CVPR | On Characterizing and Analyzing Diffusion Tensor Images by Learning their Underlying Manifold Structure. | Parmeshwar Khurd, Ragini Verma, Christos Davatzikos |
| 2006 | CVPR | A Joint Transformation and Residual Image Descriptor for Morphometric Image Analysis using an Equivalence Class Formulation. | Sokratis Makrogiannis, Ragini Verma, Bilge Karaali, Christos Davatzikos |
| 2006 | CVPR | Statistically-Constrained High-Dimensional Warping Using Wavelet-Based Priors. | Zhong Xue, Dinggang Shen, Christos Davatzikos |
| 2006 | MICCAI | Registering Histological and MR Images of Prostate for Image-Based Cancer Detection. | Yiqiang Zhan, Michael D. Feldman, John Tomaszewski, Christos Davatzikos, Dinggang Shen |
| 2005 | MICCAI | Classification of Structural Images via High-Dimensional Image Warping, Robust Feature Extraction, and SVM. | Yong Fan, Dinggang Shen, Christos Davatzikos |
| 2005 | MICCAI | Finite Element Modeling of Brain Tumor Mass-Effect from 3D Medical Images. | Ashraf Mohamed, Christos Davatzikos |
| 2005 | MICCAI | Deformable Registration of Brain Tumor Images Via a Statistical Model of Tumor-Induced Deformation. | Ashraf Mohamed, Dinggang Shen, Christos Davatzikos |
| 2005 | MICCAI | Using the Fast Marching Method to Extract Curves with Given Global Properties. | Xiaodong Tao, Christos Davatzikos, Jerry L. Prince |
| 2005 | MICCAI | Statistical Representation and Simulation of High-Dimensional Deformations: Application to Synthesizing Brain Deformations. | Zhong Xue, Dinggang Shen, Bilge Karaali, Christos Davatzikos |
| 2004 | MICCAI | Deformable Registration of Tumor-Diseased Brain Images. | Tianming Liu, Dinggang Shen, Christos Davatzikos |
| 2004 | MICCAI | Shape Representation via Best Orthogonal Basis Selection. | Ashraf Mohamed, Christos Davatzikos |
| 2003 | MICCAI | Deformable Registration of Cortical Structures via Hybrid Volumetric and Surface Warping. | Tianming Liu, Dinggang Shen, Christos Davatzikos |
| 2003 | MICCAI | Correspondence Detection Using Wavelet-Based Attribute Vectors. | Zhong Xue, Dinggang Shen, Christos Davatzikos |
| 2002 | MICCAI | A Combined Statistical and Biomechanical Model for Estimation of Intra-operative Prostate Deformation. | Ashraf Mohamed, Christos Davatzikos, Russell H. Taylor |
| 2001 | CBMS | Statistically Optimized Biopsy Strategy for the Diagnosis of Prostate Cancer. | Dinggang Shen, Zhiqiang Lao, Edward Herskovits, Gabor Fichtinger, Christos Davatzikos, Jianchao Zeng |
| 2001 | MICCAI | A Statistical Atlas of Prostate Cancer for Optimal Biopsy. | Dinggang Shen, Zhiqiang Lao, Jianchao Zeng, Edward Herskovits, Gabor Fichtinger, Christos Davatzikos |
| 2000 | MICCAI | A Framework for Predictive Modeling of Intra-operative Deformations: A Simulation-Based Study. | Stelios K. Kyriacou, Dinggang Shen, Christos Davatzikos |
| 2000 | MICCAI | Adaptive-Focus Statistical Shape Model for Segmentation of 3D MR Structures. | Dinggang Shen, Christos Davatzikos |
| 1999 | KDD | Mining Lesion-Deficit Associations in a Brain Image Database. | Vasileios Megalooikonomou, Christos Davatzikos, Edward Herskovits |
| 1998 | MICCAI | A Biomechanical Model of Soft Tissue Deformation, with Applications to Non-rigid Registration of Brain Images with Tumor Pathology. | Stelios K. Kyriacou, Christos Davatzikos |
| 1996 | CVPR | Convexity Analysis of Active Contour Problems. | Christos Davatzikos, Jerry L. Prince |
| 1993 | CVPR | Adaptive active contour algorithms for extracting and mapping thick curves. | Christos Davatzikos, Jerry L. Prince |
| 1992 | ICASSP | Segmentation and mapping of highly convoluted contours with applications to medical images. | Christos Davatzikos, Jerry L. Prince |