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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
Explainability2023

Classify & Justify

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

AutoEncoderPyTorchGradCam
DeepAnePose
3D Vision2023

DeepAnePose

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

YOLOPyTorchDocker
DeepAneDet
Medical AI2022

DeepAneDet

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

YOLOPyTorchW&B
DeepAneSeg
Segmentation2022

DeepAneSeg

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

UNetKerasITK
GetAppropriateView
Clinical Tools2022

GetAppropriateView

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

3D SlicerVTKQT
CheckDetections
Clinical Tools2021

CheckDetections

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

3D SlicerVTKQT
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