Multi-target reasoning segmentation on MUSE (val)
56.9Overall gIoUSETCON
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SETCON2026.05 | 56.9 | 59.5 | — | — | — | — | 71.2 | |
| UGround-7Bw/o SAM=true2025.10 | 52.4 | 56.4 | 46.2 | 69.7 | 38.8 | 46.9 | — | |
| PixelLM-Llama2-13BBackbone=Llama2-13B2026.05 | 44.8 | 54.1 | — | — | — | — | — | |
| LISA-Llama2-13BBackbone=Llama2-13B2026.05 | 43.6 | 50.2 | — | — | — | — | — | |
| PixelLM-7Bw/o SAM=false2025.10 | 42.6 | 50.7 | 44.6 | 59.2 | 37.7 | 42.8 | — | |
| PixelLM-7BBackbone=7B2026.05 | 42.6 | 50.7 | — | — | — | — | — | |
| Visionreasoner2026.05 | 42.4 | 41.6 | — | — | — | — | 54.5 | |
| LISA-7Baugw/o SAM=false2025.10 | 42 | 46.1 | 43.5 | 52 | 37.7 | 42.3 | — | |
| LISA-7BBackbone=7B2026.05 | 42 | 46.1 | — | — | — | — | — | |
| SAM3 Agent2026.05 | 27.8 | 24.2 | — | — | — | — | 41 | |
| LISA-7Brecw/o SAM=false2025.10 | 24.5 | 31.1 | 30 | 30.9 | 12.4 | 23.2 | — | |
| LISA-7Bw/o SAM=false2025.10 | 18.8 | 29 | 24.7 | 36.5 | 9.6 | 24.5 | — | |
| SEEMw/o SAM=true2025.10 | 13.6 | 16.2 | 23.6 | 24.9 | 8.5 | 13.2 | — |