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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

I. Sengol

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Sep 2026

AquaRestore-UC: A Lightweight Physics-Guided Wavelet Network for Underwater Image Enhancement with an Auxiliary Uncertainty Head

Underwater images are degraded by wavelength-dependent attenuation, backscatter, scattering-induced blur, and colour distortion. We propose AquaRestore-UC, a lightweight network combining a physics-guided restoration branch, a fixed Haar-wavelet frequency branch, and a multi-colour-space spatial branch, fused via atten...

I. Sengol · 0 citations
Sep 2026

An Explainable Deep Learning Framework for Robust Image Classification and Semantic Understanding

This paper evaluates a compact, from-scratch convolutional neural network (CNN) on the MNIST handwritten-digit benchmark along four simultaneous axes: classification accuracy against classical baselines, explainability faithfulness, adversarial and random-noise robustness, and feature-space separability. The CNN is imp...

I. Sengol · 0 citations

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