2 papers
cs.AI2026
LoRA Enhanced Contrastive Learning with SAS Vision Transformers
Dan Zimmerman, Frank E. Bobe, Amelia L. McCormack +2
Automatic target recognition (ATR) with synthetic aperture sonar (SAS) supports advanced naval capabilities, but deep learning is constrained by scarce target imagery, background c…
cs.CV2026
Taxonomy-aware deep learning for hierarchical marine species classification in underwater imagery
Dan Zimmerman, Dimitris A. Pados, George Sklivanitis
Automated classification of marine species from underwater imagery is essential for scalable ocean biodiversity monitoring and conservation policy. Existing approaches struggle wit…