Visual Question Answering on ADE
56.08Accuracy (ADE)CoVFT
Evaluation results
| Method | Links | |
|---|---|---|
| CoVFTBackbone=LLaVA-1.5-7B2026.03 | 56.08 | |
| LLaVA-1.5Backbone=LLaVA-1.5-7B2026.03 | 54.98 | |
| LoRABackbone=LLaVA-1.5-7B2026.03 | 53.71 | |
| Full fine-tuningBackbone=LLaVA-1.5-7B2026.03 | 51.97 | |
| VPTBackbone=LLaVA-1.5-7B2026.03 | 51.34 | |
| FreezeBackbone=LLaVA-1.5-13B2026.03 | 51.34 | |
| CoVFTBackbone=LLaVA-1.5-13B2026.03 | 51.34 | |
| SVPTBackbone=LLaVA-1.5-7B2026.03 | 51.03 | |
| BitFitBackbone=LLaVA-1.5-7B2026.03 | 51.03 | |
| Full fine-tuningBackbone=LLaVA-1.5-13B2026.03 | 50.39 | |
| FreezeBackbone=LLaVA-1.5-7B2026.03 | 49.61 | |
| LLaVA-1.5Backbone=LLaVA-1.5-13B2026.03 | 47.95 | |
| BitFitBackbone=LLaVA-1.5-13B2026.03 | 47.87 |