Faculty of Engineering: Recent submissions
-
Topology-guided deformable registration with local importance preservation for biomedical images
Published 2018The demons registration (DR) model is well recognized for its deformation capability. However, it might lead to misregistration due to erroneous diffusion direction when there are no overlaps between corresponding regions. ...Open AccessArticle -
A New Aggregation of DNN Sparse and Dense Labeling for Saliency Detection
Published 2021As a fundamental requirement to many computer vision systems, saliency detection has experienced substantial progress in recent years based on deep neural networks (DNNs). Most DNN-based methods rely on either sparse or ...Open AccessArticle -
Short-Term Lesion Change Detection for Melanoma Screening With Novel Siamese Neural Network
Published 2021Short-term monitoring of lesion changes has been a widely accepted clinical guideline for melanoma screening. When there is a significant change of a melanocytic lesion at three months, the lesion will be excised to exclude ...Article -
Automated Analysis of Chest Radiographs for Cystic Fibrosis Scoring
Published 2018We present a framework to analyze chest radiographs for cystic fibro-sis using machine learning methods. We compare the representational power of deep learning features with traditional texture features. Specifically, we ...Open AccessConference paper -
Cross-cohort dementia identification using transfer learning with FDG-PET imaging
Published 2018Machine learning techniques have been extensively adapted to dementia identification with PET imaging in the last decade. Despite the promising results reported by these studies, the accurately labeled PET brain scans used ...Open AccessConference paper