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This study demonstrates the application of explainable artificial intelligence (XAI) specifically the deep learning model for oil spill detection, which integrates the SpillNet, a customised Convolutional Neural Network architecture with five XAI techniques and unique evaluation metrics suitable for marine environmental monitoring.