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cs.CV2025
RefAM: Attention Magnets for Zero-Shot Referral Segmentation
Anna Kukleva, Enis Simsar, Alessio Tonioni +4
Most existing approaches to referring segmentation achieve strong performance only through fine-tuning or by composing multiple pre-trained models, often at the cost of additional…
cs.CV2025
Enhancing Self-Supervised Visual Representation Learning via Low-Rank Adapted LLMs
Selim Kuzucu, Muhammad Ferjad Naeem, Anna Kukleva +2
The integration of Large Language Model (LLM) blocks with Vision Transformers (ViTs) holds significant promise for vision-only tasks by leveraging the rich semantic knowledge and r…