Electrical and Computer Engineering
Google Scholar Page
Research Assistant Professor, 2018, Purdue University
Ph. D., 2013, Bioengineering, University of Pennsylvania
M.S., 2008, Electrical and Computer Engineering, Georgia Institute of Technology
B.S., 2007, Electrical Engineering, Seoul National University
Biomedical Image Analysis
Metal Artifact Reduction
Automatic Target Recognition
Unmanned Aerial Vehicle Detection/Tracking
Selected Recent Publications
D. Ye, S. Srivastava, J-B. Thibault, K. Sauer, C. Bouman. "Deep Residual Learning for Model-based Iterative CT Reconstruction using Plug-and-Play Framework." In: Proceedings of the 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018), April 15–20, 2018.
D. Ye, J. Li, Q. Chen, J. Wachs, C. Bouman. "Deep Learning for Moving Object Detection from a Single Camera in UAVs." In: Proceedings of the 2018 IS&T International Symposium on Electronic Imaging (EI 2018), January 28–February 2, 2018.
D. Godaliyadda, D. Ye, M. Uchic, M. Groeber, G. Buzzard, C. Bouman. "A Framework for Dynamic Image Sampling Based on Supervised Learning." IEEE Transactions on Computational Imaging, 4(1):1–16, March 2018.
P. Jin, D. Ye, C. Bouman. "Joint Metal Artifact Reduction and Segmentation of CT Images Using Dictionary-Based Image Prior and Continuous-Relaxed Potts Model." In: Proceedings of the 2015 IEEE International Conference on Image Processing (ICIP 2015), September 27–30, 2015.
D. Ye, B. Desjardins, J. Hamm, H. Litt, K. M. Pohl. "Regional Manifold Learning for Disease Classification." IEEE Transactions on Medical Imaging, 33(6):1236–1247, June 2014.
D. Ye, D. Zikic, B. Glocker, A. Criminisi, E. Konukoglu. "Modality Propagation: Coherent Synthesis of Patient-specific Scans with Data-driven Regularization." In: Proceedings of the 2013 International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2013), September 22–26, 2013.
J. Hamm, D. Ye, R. Verma, C. Davatzikos. "GRAM: A Framework for Geodesic Registration on Anatomical Manifolds." Medical Image Analysis, 14(5):633–642, October 2010.
Honors and Awards
- Honorable Mention Poster Award: 2021 SPIE International Conference on Medical Imaging (SPIE MI)
- Best Paper Award: 2018 International Symposium on Electronic Imaging - Imaging and Multimedia Analytics in a Web and Mobile World (EI-IMAWM)
- Best Paper Runner-up Award: 2015 International Conference on Image Processing (ICIP)
- Best Paper Award: 2012 Multimodal Brain Tumor Segmentation Challenge (BRATS)
- Best Paper Award: 2010 Medical Image Analysis - Medical Image Computing and Computer Assisted Intervention (MedIA-MICCAI)
"Novel Platform for Quantitative Subcellular Resolution Imaging of Human Tissues Using Mass Spectrometry." sponsored by National Institute of Health
"Adaptive Automated Threat Recognition Algorithm for CT-based Object Detection Systems." sponsored by ALERT Department of Homeland Security
"Automatic, Near-Real-Time Detection of Moving Objects in Video." sponsored by Sandia Corporation