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20242026
most citedA supervised discriminant data representation: application to pattern classification

5 citations · 6 across the 14 of their papers we have counts for

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cs.CV2026

AffectFlow-DINO: Uncertainty-Aware Multi-Task Affect Estimation via Conditional Rectified Flow

Salah Eddine Bekhouche, Abdellah Zakaria Sellam, Fadi Dornaika +1

We present \textbf{AffectFlow-DINO}, a multi-task learning system for the 11th ABAW challenge that extends a standard deterministic architecture with a conditional rectified-flow h…

cs.CV2025

VLM-PAR: A Vision Language Model for Pedestrian Attribute Recognition

Abdellah Zakaria Sellam, Salah Eddine Bekhouche, Fadi Dornaika +2

Pedestrian Attribute Recognition (PAR) involves predicting fine-grained attributes such as clothing color, gender, and accessories from pedestrian imagery, yet is hindered by sever…

cs.CV2025

SCS-SupCon: Sigmoid-based Common and Style Supervised Contrastive Learning with Adaptive Decision Boundaries

Bin Wang, Fadi Dornaika

Image classification is hindered by subtle inter-class differences and substantial intra-class variations, which limit the effectiveness of existing contrastive learning methods. S…

cs.CV2025

MambaCAFU: Hybrid Multi-Scale and Multi-Attention Model with Mamba-Based Fusion for Medical Image Segmentation

T-Mai Bui, Fares Bougourzi, Fadi Dornaika +1

In recent years, deep learning has shown near-expert performance in segmenting complex medical tissues and tumors. However, existing models are often task-specific, with performanc…

cs.CV2025

Lung Infection Severity Prediction Using Transformers with Conditional TransMix Augmentation and Cross-Attention

Bouthaina Slika, Fadi Dornaika, Fares Bougourzi +1

Lung infections, particularly pneumonia, pose serious health risks that can escalate rapidly, especially during pandemics. Accurate AI-based severity prediction from medical imagin…