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M. Hussain

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Open access 2026

Energy-Efficient PM2.5-Based Air-Quality Forecasting Using Bayesian-Optimized CNNs on Embedded Devices

Real-time PM<sub>2.5</sub> forecasting on microcontroller-class devices is challenging because conventional learning models often require high memory, computation, and power. This article proposes a Bayesian-optimized convolutional neural network (BOCNN) for lightweight PM<sub>2.5</sub>-based air-quality forecasting on...

C. Bhushan, Firoj Gazi, M. Hussain · 0 citations
Open access Jan 2026

Leveraging CNN and Transfer Learning With EfficientNet for Enhanced Optical Coherence Tomography (OCT)

Overall, these results suggest that compact EfficientNet feature extractors integrated with SVM offer accurate, stable, and computationally practical OCT‐driven retinal disease classification for clinical decision‐support settings.

Siddartha Arekanti, C. Bhushan, Irfan Alam et al. · 0 citations

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