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

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Qi-Wei Hu

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Open access Sep 2026

A Hybrid Autoencoder YOLO Framework with Spatial Regularization for Rapid Small Maritime Object Detection

Maritime object detection is essential for port-based surveillance, ship tracking, and maritime security. However, practical implementation encounters two primary challenges: significant class imbalance (IMO identification numbers represent only 1.2% of labelled objects) and spatial inconsistency (predicted IMO numbers...

M. M. H. Khan, Qi-Wei Hu, Radhakrishna Prabhu et al. · 0 citations

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