Structure Identification on RAMIE
75.57BLEU-4VLM+SAM2
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| VLM+SAM2Fine-tuning=LoRA, Segmentation Module=SAM22026.06 | 75.57 | 7.404 | 84.13 | |
| VLM+SAM3Fine-tuning=LoRA, Segmentation Module=SAM32026.06 | 75.32 | 7.351 | 83.81 | |
| VLM onlyFine-tuning=LoRA2026.06 | 74.65 | 7.29 | 83.59 | |
| VLM+SAMFine-tuning=LoRA, Segmentation Module=SAM2026.06 | 74.14 | 7.053 | 82.25 | |
| VLM+SAM2Fine-tuning=LoRA, Segmentation Module=SAM22026.06 | 70.38 | 5.098 | 84.43 | |
| VLM+SAM3Fine-tuning=LoRA, Segmentation Module=SAM32026.06 | 68.62 | 4.978 | 83.7 | |
| VLM onlyFine-tuning=LoRA2026.06 | 65.47 | 4.598 | 82.09 | |
| VLM+SAMFine-tuning=LoRA, Segmentation Module=SAM2026.06 | 59.34 | 4.126 | 81.08 |