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Author

Sergio Saponara

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Review Open access Oct 2026

Machine Vision in Real-Time Environments: A Narrative Review

Machine vision systems that sense, interpret, and act on visual data within strict time limits underpin applications from autonomous driving and industrial inspection to UAVs, precision agriculture, and image-guided surgery. Background: Deep learning has pushed detection, segmentation, and tracking accuracy well past e...

Abdussalam Elhanashi, Sergio Saponara · 0 citations
#federated learning Review Open access Sep 2026

Intelligent Real-Time Healthcare and Biomedical Monitoring Systems: A Narrative Review of AI, IoT, and Emerging Technologies

Background: Chronic disease management, an ageing global population, and the aftermath of the COVID-19 pandemic have pushed real-time, continuous health monitoring from a research curiosity toward routine clinical practice. Artificial intelligence (AI), the Internet of Medical Things (IoMT), edge computing, and next-ge...

Abdussalam Elhanashi, Sergio Saponara · 0 citations
Review Open access Jul 2026

Text-to-Image Generation via Deep Learning: A Comprehensive Review of Models, Architectures, and Future Directions

The paradigms of the generative adversarial networks (GANs), variational autoencoders (VAEs), transformer-based designs, and diffusion models, with the last one representing the state of the art in image generation models are discussed.

Abdussalam Elhanashi, Siham Essahraui, Qinghe Zheng et al. · 0 citations
Conference Jul 2026

PPO-Based Task Offloading for Deadline-Aware IoV Services in a Real-Data-Driven Environment

Task offloading is a key enabler for delay-sensitive Internet of Vehicles (IoV) services, where vehicular applications must be executed under strict latency constraints. This paper proposes a Proximal Policy Optimization (PPO)-based binary offloading framework that selects between Multi-access Edge Computing (MEC) and...

Kaouther Gasmi, Marco Mamei, Sergio Saponara · 0 citations

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