This object detection dataset is intended to support the development of AI-based applications. For this purpose, image data is provided that was captured on various ships in the Baltic Sea, the German Bight, Dutch waters and the English Channel using RGB and infrared cameras. The dataset distinguishes between five object classes based on COLREG. DOI: https://doi.bsh.de/10.60751/z1w9-t249