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LLM-wrapper: Black-Box Semantic-Aware Adaptation of Vision-Language Models for Referring Expression Comprehension
2025-01-22
· ICLR 2025 Poster ·
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Findings
IC-236
Zero-shot Grounding-DINO and Florence-2 show a significant performance gap on referring expression comprehension compared to their fine-tuned versions
IC-237
A zero-shot Llama 3 8B, when prompted to select the best bounding box from VLM candidates without fine-tuning, produces results nearly identical to the VLM alone