Author

Shayan Sharifi

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Open access Oct 2026

Performance Analysis of Hybrid Deep-Transfer Learning Approaches with Machine Learning Methods for Face Recognition

This study addresses the pressing challenge of supervised face recognition under unconstrained conditions by systematically integrating classical machine learning, deep learning, and transfer learning approaches. While existing literature demonstrates significant progress, particularly with hybrid and transfer learning...

Mohsen Mohammadagha, Atena Khoshkonesh, Shayan Sharifi et al. · Applied Expert Systems and K... · 1 citation

#machine learning Preprint Sep 2026

Learning from VAE Errors to support ECG-based Differential Diagnosis of Myocardial Scar

Late Gadolinium Enhancement (LGE) on cardiac magnetic resonance is a key marker of myocardial scar, but its limited accessibility motivates routine ECG-based screening. We evaluated whether $\beta$-variational autoencoder (VAE)-derived ECG representations can discriminate LGE+ from LGE- cardiomyopathic patients in a lo...

Shayan Sharifi, R. Treu, I. Gandin et al. · 0 citations