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Structure Identification on RAMIE

75.57BLEU-4VLM+SAM2
58.690863.072967.45571.8371Jun 14, 2026

Evaluation results

MethodLinks
VLM+SAM2Fine-tuning=LoRA, Segmentation Module=SAM22026.0675.577.40484.13
VLM+SAM3Fine-tuning=LoRA, Segmentation Module=SAM32026.0675.327.35183.81
VLM onlyFine-tuning=LoRA2026.0674.657.2983.59
VLM+SAMFine-tuning=LoRA, Segmentation Module=SAM2026.0674.147.05382.25
VLM+SAM2Fine-tuning=LoRA, Segmentation Module=SAM22026.0670.385.09884.43
VLM+SAM3Fine-tuning=LoRA, Segmentation Module=SAM32026.0668.624.97883.7
VLM onlyFine-tuning=LoRA2026.0665.474.59882.09
VLM+SAMFine-tuning=LoRA, Segmentation Module=SAM2026.0659.344.12681.08