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arXiv — cs.AI

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LoRA Enhanced Contrastive Learning with SAS Vision Transformers

Automatic target recognition (ATR) with synthetic aperture sonar (SAS) supports advanced naval capabilities, but deep learning is constrained by scarce target imagery, background clutter, and human-in-the-loop assessment. We adapt DINOv3 Vision Transformer (ViT) models to…

arXiv — cs.AIBy: Dan Zimmerman, Frank E. Bobe III, Amelia L. McCormack, Matthew Cook, Gregory D. VetawSeptember 22, 2026 (Sep 22)
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  • Automatic target recognition (ATR) with synthetic aperture sonar (SAS) supports advanced naval capabilities, but deep learning is constrained by scarce target imagery, background clutter, and human-in-the-loop assessment
  • We adapt DINOv3 Vision Transformer (ViT) models to…
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LoRA Enhanced Contrastive Learning with SAS Vision Transformers

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