Automated Marine Biofouling Assessment: Benchmarking Computer Vision and Multimodal LLMs on the Level of Fouling Scale. - Brayden Hamilton; Tim Cashmore; Peter Driscoll; Trevor Gee; Henry Williams (CoRR, 2026)