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Featured Publications

DynaGuide: A Generalizable Dynamic Guidance Framework for Zero-Shot Guided Unsupervised Semantic Segmentation

We propose DynaGuide, a generalizable dynamic guidance framework that enables zero-shot guided unsupervised semantic segmentation without requiring labeled training data. The …

boujemaa-guermazi

Enhanced Cross-Dataset Electroencephalogram-Based Emotion Recognition Using Unsupervised Domain Adaptation

We propose an enhanced unsupervised domain adaptation framework for EEG-based emotion recognition that achieves robust cross-dataset generalization without requiring target-domain …

Md Niaz Imtiaz

Cross-Database and Cross-Channel Electrocardiogram Arrhythmia Heartbeat Classification Based on Unsupervised Domain Adaptation

We present an unsupervised domain adaptation approach for ECG arrhythmia classification that generalizes across different databases and lead configurations without requiring …

Md Niaz Imtiaz

Multilevel Stress Assessment from ECG in a Virtual Reality Environment Using Multimodal Fusion

We propose a multilevel stress assessment framework that fuses ECG signals with contextual data from a virtual reality environment. The system classifies multiple levels of …

zeeshan-ahmad

A Novel Focal Tversky Loss Function with Improved Attention U-Net for Lesion Segmentation

We propose the Focal Tversky Loss, a generalized loss function that addresses extreme class imbalance in medical image segmentation. Combined with an improved Attention U-Net …

nabila-abraham