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Future work involves improving detection in adverse weather conditions. ⚓ HRSC2016 is a gold standard for ship detection research.

Deep models effectively distinguish ships from dock structures but struggle with very small vessels in low-contrast conditions. 5. Conclusion Summary of model performance on HRSC2016. sc24016-VTv08731.rar

The dataset is available on platforms like IEEE DataPort and Roboflow Universe . To help me customize this paper for you: Future work involves improving detection in adverse weather

Precise localization of ships in dense ports with varying orientations. sc24016-VTv08731.rar

Image resizing and normalization to match model requirements. Model Selection: YOLOv5/v8: For real-time detection performance. Faster R-CNN: For high-precision localization. Rotated Det: Specifically designed for OBB detection tasks.

1,061 images featuring over 28 categories of ships.

Evaluated using Mean Average Precision (mAP) and F1-score.