Topo-CXR: Chest X-ray TB and Pneumonia Screening with Topological Machine Learning

F Ahmed, B Nuwagira, F Torlak… - Proceedings of the …, 2023 - openaccess.thecvf.com
Examination of chest X-ray images is currently one of the most important methods for the
screening and diagnosis of thoracic diseases and, in some cases, for assessing response to …

ToDD: Topological compound fingerprinting in computer-aided drug discovery

A Demir, B Coskunuzer, Y Gel… - Advances in …, 2022 - proceedings.neurips.cc
In computer-aided drug discovery (CADD), virtual screening (VS) is used for comparing a
library of compounds against known active ligands to identify the drug candidates that are …

Topology-Aware Focal Loss for 3D Image Segmentation

A Demir, E Massaad, B Kiziltan - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
The efficacy of segmentation algorithms is frequently compromised by topological errors like
overlapping regions, disrupted connections, and voids. To tackle this problem, we introduce …

Histopathological Cancer Detection with Topological Signatures

A Yadav, F Ahmed, O Daescu, R Gedik… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
We present a transformative approach to histopathological cancer detection and grading by
introducing a very powerful feature extraction method based on the latest topological data …

Topo-Net: Retinal Image Analysis with Topological Deep Learning

F Ahmed, B Coskunuzer - medRxiv, 2024 - medrxiv.org
The analysis of fundus images for the early screening of eye diseases is of great clinical
importance. Traditional methods for such analysis are time-consuming and expensive as …

Breast Cancer Detection with Topological Machine Learning

A Yadav, F Nisha, B Coskunuzer - Proceedings of the 2023 10th …, 2023 - dl.acm.org
Screening for breast cancer using mammograms and ultrasound images is an essential but
time-consuming and expensive process that requires a trained clinician's interpretation. To …

Topological Machine Learning in Medical Image Analysis

F Ahmed - 2023 - utd-ir.tdl.org
Medical image analysis is a critical component of modern healthcare, aiding in the detection,
diagnosis, and treatment of various diseases. In recent years, the fusion of topological data …

Topo-Net: Retinal Image Analysis with Topological Deep Learning

B Coskunuzer, F Ahmed - Available at SSRN 4725148 - papers.ssrn.com
The analysis of fundus images for the early screening of eye diseases is of great clinical
importance. Traditional methods for such analysis are time-consuming and expensive as …