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This section discusses the comprehensive analysis of the various object detection SoTA models and their associated performance on our dataset. We engage in a comparative analysis of single-stage object detection models from the YOLO series and a two-stage object detection model of Faster R-CNN. The performance of the models has been assessed both with and without the presence of rip currents. The rip currents detected by the trained models on our dataset are visually depicted in the below figure. |