Cardiovascular AI: Multimodal Imaging (IVUS/OCT & Angiography) & Agentic Decision Support
Fusing IVUS, OCT, and X-ray Angiography for coronary lesion analysis and agentic clinical decision support in percutaneous coronary interventions (PCI).
Jun 8, 2026
Joint Intent & Trajectory Prediction (MTITP GAN)
Multi-task conditional generative network (MTITP-WGAN) jointly classifying vessel intent and forecasting future multi-modal trajectory distributions (Chapter 7, Ph.D. Dissertation).
May 1, 2026
Feature-aware deep learning paper forthcoming at IEEE FMLDS 2025
Paper on feature-aware maritime intent recognition accepted for the IEEE International Conference on Future Machine Learning and Data Science.
Jan 15, 2025
Intent Recognition for Maritime Autonomy
Deep and probabilistic intent classifiers (HMMs, LSTMs, Transformers) for early vessel behavior prediction in adversarial maritime scenarios.
Jun 1, 2022
Breast Cancer Detection via Multimodal Fusion with GCN
Graph Convolutional Neural Networks with Mask-RCNN backend for bilateral and ipsilateral mammogram fusion, malignancy detection, and semantic segmentation.
Jan 1, 2022