Reasoning Segmentation on MVOR Reason
83.21cIoU (Semantic)ORDIRS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ORDIRSReason-Retrieve-Synthesize=true2025.03 | 83.21 | 86.11 | 84.35 | 82.54 | 80.19 | 81.54 | 58.21 | |
| LISA-13B-SAM2Model Scale=13B, Segmentation Model=SAM2, Fine-tuned=true2025.03 | 59.47 | 61.31 | 60.26 | 59.32 | 53.22 | 58.9 | 2.39 | |
| LISA-7B-SAM2Model Scale=7B, Segmentation Model=SAM2, Fine-tuned=true2025.03 | 56.38 | 58.2 | 57.56 | 50.45 | 56.18 | 53.49 | 1.98 | |
| LISA-13B-SAM1Model Scale=13B, Segmentation Model=SAM1, Fine-tuned=true2025.03 | 52.45 | 48.99 | 51.74 | 56.84 | 55.39 | 55.96 | 1.98 | |
| LISA-7B-SAM1Model Scale=7B, Segmentation Model=SAM1, Fine-tuned=true2025.03 | 45.34 | 49.45 | 46.67 | 50.2 | 47.3 | 49.49 | 1.77 | |
| V*2025.03 | 41.22 | 44.52 | 43.3 | 39.54 | 45.76 | 41.2 | 25.3 | |
| LISA-13B-SAM1Model Scale=13B, Segmentation Model=SAM1, Fine-tuned=false2025.03 | 34.25 | 40.45 | 38.2 | 32.2 | 30.05 | 31.22 | 1.93 | |
| LISA-7B-SAM1Model Scale=7B, Segmentation Model=SAM1, Fine-tuned=false2025.03 | 32.45 | 24.18 | 28.12 | 27.51 | 22.45 | 24.24 | 1.72 |