ResearchBenchmarksSegmentation on RAMIESegmentation on RAMIEFollow61Dice ScoreVLM+SAM250.653.35658.7Jun 14, 2026Evaluation resultsMethodMethodLinksDice ScoreHD95VLM+SAM2Fine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM22026.066134.14EoMTBackbone=DINOv3 ViT-L,...Backbone=DINOv3 ViT-L, Architecture=Encoder-only Mask Transformer2026.065834.13VLM+SAM3Fine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM32026.065831.54VLM+SAMFine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM2026.065136.62