Posts by Collection

projects

Pneumonia Detection from Chest X-Rays 2D Images

Exploratoring a chest x-rays dataset and train a model that can predict the presence of pneumonia with human radiologist-level accuracy

Hippocampal Volume Quantification in Alzheimer’s Progression

Measuring the hippocampal volumes using a U-net trained model, integrated into a clinical-grade viewer and automatically measures hippocampal volumes, and generate reports.

Motion Compensated Pulse Rate Estimation

Building a regression model to predict the estimated hospitalization time for a patient in order to help select/filter patients and evaluate model bias and uncertainty

(BEng Thesis) A 6-Minute Walk Test (6MWT) Monitoring and Tracking System for Home-based Rehabilitation

An implementation of a 6MWT monitoring algorithm on an Andoid application that utilize multiple sensors, with a web tracking interface that allows post-test consultation and remote-monitoring using WebRTC technology.

Alzheimer Disease Classification using MRIs and Gene Expression Data

Using MRI and GE features, we classify between AD (macro-)stages

Magnification Specific Breast Histopathology Image Classification Using Machine Learning and Deep Learning

Malignancy classification pipelines using machine and deep learning approaches

Breast Mass Detection and Segmentation Using Multi-scale Morphological Sifting and K-Means Clustering

Multi-scale morphological sifting & K-means for mass detection and segmentation

U-Net Architecture PyTorch Implementation for Medical Image Segmentation

U-Net architecture pipeline using PyTorch for medical image segmentation

Brain Tissue Segmentation using Expectation Maximization and Atlases

Expectation Maximization algorithm using intinsity and position atlas information

COPDgene CT Image Registration

Lung segmentation, pre-processing and image registration on 4DCT dataset

IBSR 2018 Brain Tissue Segmentation

Brain tissue (WM, GM, CSF) segmentation using both multi-atlas and nnUNet

ISIC2019 Skin Lesion Image Classification and Segmentation

An ensemble pipeline using VGG16_BN architecture and attention blocks

(MSc Thesis) MMG-CLIP: Automated Mammography Reporting through Image-to-Text Translation

2D Mammograms to reports with CLIP-based architecture and image-reports datasets