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S. Ajakwe

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Open access Sep 2026

Explainable and cyber-resilient vision transformers for joint steering and collision-avoidance perception in autonomous drone navigation: a multi-task Grad-CAM framework

Micro aerial vehicles (MAVs) flying through indoor corridors and other GNSS-denied environments cannot rely on satellite positioning, so a single monocular RGB camera is often the only sensing modality available. The navigation objective addressed in this paper is reactive, map-free corridor following: from each camera...

Chinyere Grace Kennedy, Mukiibi Moses, S. Ajakwe · 0 citations
Conference Jul 2026

Energy-Sustainable Federated AI Services for Ubiquitous Remote Patient Monitoring in Battery-Constrained IoMT

AI-driven Internet of Medical Things (IoMT) services increasingly rely on federated learning (FL) for privacy-preserving remote patient monitoring; however, existing frameworks often neglect the longitudinal battery sustainability required for persistent clinical care. This paper presents BattFL, an energy-sustainable...

C. A. Nnadiekwe, S. Ajakwe, J. Isong et al. · 0 citations

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