Open-vocabulary Part Segmentation on PARS Common Concepts
60.8gIoUVASA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VASAVLM Version=Qwen3-VL 32B, Train. Free=true2026.05 | 60.8 | 77 | 10 | |
| VLPart*VLM Version=N/A, Train. Free=N/A2026.05 | 60.5 | 73.3 | 10.7 | |
| Seg-ZeroVLM Version=Qwen2.5-VL 7B, Train. Free=false2026.05 | 57.2 | 66.9 | 30.3 | |
| SAM3 AgentVLM Version=Qwen3-VL 32B, Train. Free=true2026.05 | 55 | 62.1 | 27.5 | |
| LISA++VLM Version=LLaVA1.5 7B, Train. Free=false2026.05 | 51.8 | 50.4 | 25.4 | |
| Semantic-SAM†VLM Version=N/A, Train. Free=N/A2026.05 | 51.7 | 53.7 | 25.7 | |
| LISAVLM Version=Llama2 13B, Train. Free=false2026.05 | 49 | 59.7 | 19.2 | |
| SegAgent-SCVLM Version=Qwen-VL 7B, Train. Free=false2026.05 | 48.2 | 61.8 | 20.9 | |
| OVSegVLM Version=N/A, Train. Free=N/A2026.05 | 46 | 43 | 20.7 | |
| SegAgent-SAMVLM Version=Qwen-VL 7B, Train. Free=false2026.05 | 45.9 | 56 | 19.8 | |
| RESAnythingVLM Version=Qwen2.5-VL 7B, Train. Free=true2026.05 | 45.2 | 51 | 22.8 | |
| CoReSVLM Version=LLaVA 7B, Train. Free=false2026.05 | 42.2 | 53.4 | 19.7 | |
| SAM3VLM Version=N/A, Train. Free=N/A2026.05 | 41.8 | 57.8 | 30.6 | |
| VisionReasonerVLM Version=Qwen2.5-VL 7B, Train. Free=false2026.05 | 29.4 | 41.9 | 16.5 |