Visual Question Answering on RSIVQA (test)
92.4Accuracy (Yes/No)GRASP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GRASPParams (M)=4.252026.01 | 92.4 | 63.6 | 78.9 | 78.3 | |
| LoRAParams (M)=50.12026.01 | 91.2 | 62 | 78.4 | 77.2 | |
| DoRAParams (M)=50.22026.01 | 91.2 | 62.7 | 78.7 | 77.5 | |
| VPTParams (M)=6.72026.01 | 90.8 | 62.9 | 75.4 | 76.4 | |
| AdapterParams (M)=16.72026.01 | 90.3 | 60.7 | 76.3 | 75.8 | |
| APromptParams (M)=16.12026.01 | 89 | 53 | 70.8 | 70.9 | |
| Prompt TuningParams (M)=0.412026.01 | 88.1 | 51.5 | 68.7 | 69.4 | |
| LLaVA-Next (Base)2026.01 | 85.5 | 45.1 | 40.2 | 56.9 |