Author

Ibrahim Ouahbi

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Preprint Aug 2026

Continual Visual Learning under Evolving Semantic Concept Shift

Experiments show that SemReWrite achieves a stronger balance between learning revised semantics and retaining unaffected knowledge than prompt replacement, conventional fine-tuning, parameter-efficient adaptation, and continual-learning strategies.

Ismail Lamaakal, Chaymae Yahyati, Yassine Maleh et al. · 0 citations

Open access Jul 2026

A lightweight deep learning model for real-time in-vehicle driver distraction detection with low-latency inference.

Experiments on the State Farm Distracted Driver Detection dataset show that MobileNetV3-Large provides the best trade-off among the evaluated lightweight models, demonstrating a practical balance between unseen-driver generalization, interpretability, and real-time embedded inference.

Siham Essahraui, Chaymae Rami, Khalid El Makkaoui et al. · Scientific Reports · 0 citations