Portfolio
Technical
Explorations & R&D.
Selected projects in medical imaging and deep learning. Each project corresponds to a specific exploration in model design, spatial analysis, or clinical tool development.

Classify & Justify
↗An exploration into X-ray defect classification using autoencoders and Grad-CAM to help make AI decisions more transparent.

DeepAnePose
↗A look at single-stage, anchor-free pose estimation for understanding the spatial orientation of aneurysms in 3D space.

DeepAneDet
↗An automated approach for detecting candidate aneurysms by utilizing spherical representations and anchor-free learning.

DeepAneSeg
↗Working with 3D U-Net architectures for aneurysm segmentation, focusing on strategies to manage class imbalance in medical datasets.

GetAppropriateView
↗Slicer Module for 3D Visualization of the Optimal Cutting Plane Aligned with the Orientation of a Biomedical Object.

CheckDetections
↗A 3D Slicer plugin built to help radiologists verify and classify AI-detected findings in a more intuitive way.