Concept Segmentation on CI Concepts Diverse Classes
89.9Weighted F-measure (Fw_beta)ConceptSeg-R1-3B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ConceptSeg-R1-3Bbackbone=3B, framework=MLLM + SAM2026.05 | 89.9 | 92 | |
| ConceptSeg-R1-7Bbackbone=7B, framework=MLLM + SAM2026.05 | 89.9 | 92.1 | |
| SAM 3model_variant=SAM 32026.05 | 89.5 | 91.8 | |
| Seg-Zero-7Bbackbone=7B, framework=MLLM + SAM2026.05 | 86.8 | 90.1 | |
| SAM3-Agent-7Bbackbone=7B, framework=MLLM + SAM2026.05 | 76.8 | 84.5 | |
| LENS-3Bbackbone=3B, framework=MLLM + SAM2026.05 | 74.4 | 82.7 | |
| SAM3-Agent-3Bbackbone=3B, framework=MLLM + SAM2026.05 | 55.1 | 72.3 |