Deep Clustering via Center-Oriented Margin Free-Triplet Loss for Skin Lesion Detection in Highly Imbalanced Datasets

no code implementations • 3 Apr 2022 • Saban Ozturk, Tolga Cukur

To address this issue, we introduce a deep clustering approach based on the latent-space embedding of dermoscopic images.

Clustering Deep Clustering +1

Fused Deep Features Based Classification Framework for COVID-19 Classification with Optimized MLP

no code implementations • 15 Mar 2021 • Saban Ozturk, Enes Yigit, Umut Ozkaya

Then, features in the last layer of these two architectures are combined with feature fusion.

Classification General Classification

Coronavirus (COVID-19) Classification using Deep Features Fusion and Ranking Technique

no code implementations • 7 Apr 2020 • Umut Ozkaya, Saban Ozturk, Mucahid Barstugan

Within the scope of the proposed method, 3000 patch images have been labelled as CoVID-19 and No finding for using in training and testing phase.

General Classification Specificity +1

Coronavirus (COVID-19) Classification using CT Images by Machine Learning Methods

no code implementations • 20 Mar 2020 • Mucahid Barstugan, Umut Ozkaya, Saban Ozturk

For detection of the COVID-19, four different datasets were formed by taking patches sized as 16x16, 32x32, 48x48, 64x64 from 150 CT images.

BIG-bench Machine Learning Classification +3