In all six subplots, the blue trajectories show a decreasing trend without large fluctuations, which means the model progressively reduces detection and classification errors during training and demonstrates stable optimization and effective convergence.
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Coral morphology detection in underwater imagery using YOLOv12 with CNN and transformer encoder fusion.
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