Open access
Aug 2026
Deep learning based real time detection of oil residues in freshwater environments using YOLOv5 and YOLOv8
A YOLO-based real-time oil-residual detection simulation framework using a set of 1,280 image datasets collected under diverse freshwater conditions is presented, confirming the potential of the implementation of lightweight deep-learning models for reliable oil-residual detection.
Prabhakar Gunasekaran, S. Meenakshi, S. Muthulakshmi
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