Novel Emerging Segmentation on NEST
77.5gIoULISA-7B + ROSE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LISA-7B + ROSERAG=true2026.04 | 77.5 | 70.7 | |
| READ-7B + ROSERAG=true2026.04 | 76 | 71.7 | |
| LISA-7B + ROSERAG=true2026.04 | 75.3 | 67.4 | |
| SESAME-7B + ROSERAG=true2026.04 | 74.1 | 70.5 | |
| READ-7B + ROSERAG=true2026.04 | 71.6 | 65.2 | |
| SESAME-7B + ROSERAG=true2026.04 | 70.1 | 63.5 | |
| READ-7B + ROSERAG=true2026.04 | 67.9 | 62.4 | |
| LISA-7B+ Gemini-2.0 Flash SearchRAG=true2026.04 | 67.8 | 65.3 | |
| LISA-7B + ROSERAG=true2026.04 | 67.6 | 60.7 | |
| LISA-7B+ GPT-4o mini SearchRAG=true2026.04 | 67 | 63.1 | |
| SESAME-7B + ROSERAG=true2026.04 | 65.8 | 54.2 | |
| LISA-7BRAG=false2026.04 | 56.5 | 47.5 | |
| Grounded-SAMRAG=false2026.04 | 53.8 | 40.3 | |
| LISA-7BRAG=false2026.04 | 51.1 | 39 | |
| LISA-7BRAG=false2026.04 | 50.9 | 40.6 | |
| READ-7B+ Gemini-2.0 Flash SearchRAG=true2026.04 | 50.2 | 44.9 | |
| Grounded-SAMRAG=false2026.04 | 47.8 | 34.4 | |
| READ-7B+ GPT-4o mini SearchRAG=true2026.04 | 47.5 | 43 | |
| SEEMRAG=false2026.04 | 47.3 | 36.6 | |
| SEEMRAG=false2026.04 | 47.1 | 38.2 | |
| SESAME-7B+ Gemini-2.0 Flash SearchRAG=true2026.04 | 46 | 45.6 | |
| GRESRAG=false2026.04 | 44.2 | 36.1 | |
| GRESRAG=false2026.04 | 43.8 | 30 | |
| Grounded-SAMRAG=false2026.04 | 43.8 | 27.7 | |
| GRESRAG=false2026.04 | 42.7 | 35.6 | |
| SESAME-7B+ GPT-4o mini SearchRAG=true2026.04 | 42.3 | 41.7 | |
| SEEMRAG=false2026.04 | 41.7 | 29.7 | |
| CRISRAG=false2026.04 | 40.5 | 26.6 | |
| CRISRAG=false2026.04 | 40.5 | 30.3 | |
| CRISRAG=false2026.04 | 39.6 | 29.2 | |
| READ-7BRAG=false2026.04 | 33.4 | 28.3 | |
| SESAME-7BRAG=false2026.04 | 25.5 | 17.8 | |
| READ-7BRAG=false2026.04 | 25.1 | 22 | |
| READ-7BRAG=false2026.04 | 22.3 | 18.3 | |
| SESAME-7BRAG=false2026.04 | 14.5 | 14 | |
| SESAME-7BRAG=false2026.04 | 14.1 | 11.2 |