ResearchBenchmarksGrounding on RAMIEGrounding on RAMIEFollow64.78mIoUVLM+SAM261.45262.31663.1864.044Jun 14, 2026Evaluation resultsMethodMethodLinksmIoUVLM+SAM2Fine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM22026.0664.78VLM+SAM3Fine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM32026.0664.44VLM onlyFine-tuning=LoRAFine-tuning=LoRA2026.0662.59VLM+SAMFine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM2026.0661.58