CovidExpert: A Triplet Siamese Neural Network framework for the detection of COVID-19

no code implementations • 17 Feb 2023 • Tareque Rahman Ornob, Gourab Roy, Enamul Hassan

Patients with the COVID-19 infection may have pneumonia-like symptoms as well as respiratory problems which may harm the lungs.

Computed Tomography (CT) COVID-19 Diagnosis +2

Predicting skull fractures via CNN with classification algorithms

no code implementations • 14 Aug 2022 • Md Moniruzzaman Emon, Tareque Rahman Ornob, Moqsadur Rahman

ResNet50, which was used for feature extraction combined with a gradient boosted decision tree machine learning algorithm to act as a classifier for the categorization of skull fractures from brain CT scans into three fracture categories, had the best overall F1-score of 96%, Hamming Score of 95%, Balanced accuracy Score of 94% & ROC AUC curve of 96% for the classification of skull fractures.

Classification Image Categorization

Classifications of Skull Fractures using CT Scan Images via CNN with Lazy Learning Approach

no code implementations • 21 Mar 2022 • Md Moniruzzaman Emon, Tareque Rahman Ornob, Moqsadur Rahman

We propose a new model called SkullNetV1 comprising a novel CNN by taking advantage of CNN for feature extraction and lazy learning approach which acts as a classifier for classification of skull fractures from brain CT images to classify five fracture types.

Classification Image Categorization