ResearchBenchmarksCounting on RAMIECounting on RAMIEFollow83.33AccuracyVLM+SAM280.4781.212581.95582.6975Jun 14, 2026Evaluation resultsMethodMethodLinksAccuracyVLM+SAM2Fine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM22026.0683.33VLM+SAM3Fine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM32026.0681.67VLM onlyFine-tuning=LoRAFine-tuning=LoRA2026.0680.89VLM+SAMFine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM2026.0680.58