Benchmark deep learning architectures on the HRSC2016 dataset . 2. Dataset Overview
The dataset is available on platforms like IEEE DataPort and Roboflow Universe . To help me customize this paper for you: 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. sc24016-VTv08731.rar
Oriented Bounding Boxes (OBB) are due to the long, narrow shape of ships. sc24016-VTv08731.rar
Future work involves improving detection in adverse weather conditions. ⚓ HRSC2016 is a gold standard for ship detection research.
Precise localization of ships in dense ports with varying orientations.