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20242026
most citedVision-Language Models for Edge Networks: A Comprehensive Survey

53 citations · 53 across the 9 of their papers we have counts for

collaborators

9 papers

cs.CR2026

Amnesia: A Stealthy Replay Attack on Continual Learning Dreams

Ahmed Sharshar, Naveen Kumar Kummari, Mohsen Guizani

Continual learning (CL) models often use experience replay to reduce catastrophic forgetting, but their robustness to replay sampling interference remains underexplored. Existing C…

cs.NE2026

Constraint-Driven Warm-Freeze for Efficient Transfer Learning in Photovoltaic Systems

Yasmeen Saeed, Ahmed Sharshar, Mohsen Guizani

Detecting cyberattacks in photovoltaic (PV) monitoring and MPPT control signals requires models that are robust to bias, drift, and transient spikes, yet lightweight enough for res…

cs.CV2025

ChatENV: An Interactive Vision-Language Model for Sensor-Guided Environmental Monitoring and Scenario Simulation

Hosam Elgendy, Ahmed Sharshar, Ahmed Aboeitta +1

Understanding environmental changes from remote sensing imagery is vital for climate resilience, urban planning, and ecosystem monitoring. Yet, current vision language models (VLMs…

cs.CV2025

Not Only Grey Matter: OmniBrain for Robust Multimodal Classification of Alzheimer's Disease

Ahmed Sharshar, Yasser Ashraf, Tameem Bakr +4

Alzheimer's disease affects over 55 million people worldwide and is projected to more than double by 2050, necessitating rapid, accurate, and scalable diagnostics. However, existin…

cs.CL2025

Towards Inclusive NLP: Assessing Compressed Multilingual Transformers across Diverse Language Benchmarks

Maitha Alshehhi, Ahmed Sharshar, Mohsen Guizani

Although LLMs have attained significant success in high-resource languages, their capacity in low-resource linguistic environments like Kannada and Arabic is not yet fully understo…

cs.CV2025★ 53 cited

Vision-Language Models for Edge Networks: A Comprehensive Survey

Ahmed Sharshar, Latif U. Khan, Waseem Ullah +1

Vision Large Language Models (VLMs) combine visual understanding with natural language processing, enabling tasks like image captioning, visual question answering, and video analys…

eess.IV2025

PulmoFusion: Advancing Pulmonary Health with Efficient Multi-Modal Fusion

Ahmed Sharshar, Yasser Attia, Mohammad Yaqub +1

Traditional remote spirometry lacks the precision required for effective pulmonary monitoring. We present a novel, non-invasive approach using multimodal predictive models that int…

cs.CV2024

GeoLLaVA: Efficient Fine-Tuned Vision-Language Models for Temporal Change Detection in Remote Sensing

Hosam Elgendy, Ahmed Sharshar, Ahmed Aboeitta +2

Detecting temporal changes in geographical landscapes is critical for applications like environmental monitoring and urban planning. While remote sensing data is abundant, existing…

cs.CV2024

Y-CA-Net: A Convolutional Attention Based Network for Volumetric Medical Image Segmentation

Muhammad Hamza Sharif, Muzammal Naseer, Mohammad Yaqub +2

Recent attention-based volumetric segmentation (VS) methods have achieved remarkable performance in the medical domain which focuses on modeling long-range dependencies. However, f…