Affordance Prediction on ReasonAff (test)
70.52gIoUA4-Agent
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| A4-AgentLLM=true, Reasoning=true2025.12 | 70.52 | 64.62 | 75.24 | 55.22 | |
| Affordance-R1LLM=true, Reasoning=true2025.12 | 67.41 | 62.72 | 74.5 | 55.22 | |
| Vision ReasonerLLM=true, Reasoning=true2025.12 | 63.04 | 52.7 | 67.33 | 47.23 | |
| Seg-ZeroLLM=true, Reasoning=true2025.12 | 59.26 | 48.03 | 61.33 | 45.87 | |
| AffordanceLLMLLM=true, Reasoning=false2025.12 | 48.49 | 38.61 | 42.11 | 20.19 | |
| SAM4MLLMLLM=true, Reasoning=false2025.12 | 45.51 | 33.64 | 43.48 | 22.79 | |
| LISA-7BLLM=true, Reasoning=false2025.12 | 38.17 | 40.58 | 33.62 | 19.69 | |
| InternVL3-8BLLM=true, Reasoning=true2025.12 | 31.79 | 24.68 | 35.41 | 21.93 | |
| AffordanceVLMLLM=true, Reasoning=true2025.12 | 30.5 | 25.54 | 30.29 | 18.31 | |
| Qwen2.5VL-7BLLM=true, Reasoning=true2025.12 | 25.18 | 20.54 | 26 | 15.82 | |
| OVSegLLM=false, Reasoning=false2025.12 | 16.52 | 10.59 | 9.89 | 4.12 | |
| SANLLM=false, Reasoning=false2025.12 | 10.21 | 13.45 | 7.18 | 3.17 | |
| VLPartLLM=false, Reasoning=false2025.12 | 4.21 | 3.88 | 1.31 | 0.85 |