A Lightweight Transformer-Fourier Fusion Framework for Efficient Image Super-Resolution, designed to integrate the long-range dependency modeling capability of transformers with the frequency-domain representation advantages of Fourier-based feature processing.
Chinedu Okafor· International Bulletin of Ap...· 0 citations
An IoT aligned architecture of agriculture is suggested with multi-layer sensing of soil-crop-climate variables, edge intelligence of low-latency actuation, and cloud analytics of model training and farm-level optimization and viable suggestions towards scalable deployment are given.
Chinedu Okafor· International Journal of Art...· 0 citations
Analytical findings indicate that adaptive multi-agent coordination can improve resource utilization, reduce the impact of localized failures, and support scalable stream processing when compared conceptually with rigid centralized allocation.
Chinedu Okafor, Amara R. Eze· International Journal of Mod...· 0 citations
The analysis indicates that machine learning can shift test automation from static execution toward adaptive quality intelligence, however, model drift, insufficient representative test data, explainability, false positives, computational overhead, and continuous maintenance remain significant constraints.
Chinedu Okafor· International journal of dat...· 0 citations
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