Multimodal Concept Understanding on MCUB-4
62.27I+A+V+P+L ScoreSSAM
Evaluation results
| Method | Links | |
|---|---|---|
| SSAMMethod Type=Training-free model merging methods2026.03 | 62.27 | |
| DAMCMethod Type=Training-free model merging methods2026.03 | 60.08 | |
| OptMergeMethod Type=Training-free model merging methods2026.03 | 55.88 | |
| NaiveMCMethod Type=Training-free model merging methods2026.03 | 54.03 | |
| TSVMethod Type=Training-free model merging methods2026.03 | 52.29 | |
| Proj-OnlyMethod Type=Models finetuned on paired multimodal data2026.03 | 43 | |
| WUDIMethod Type=Training-free model merging methods2026.03 | 40.95 | |
| Task ArithmeticMethod Type=Training-free model merging methods2026.03 | 40.53 | |
| ImageBind-LLMMethod Type=Models finetuned on paired multimodal data2026.03 | 32.93 | |
| X-InstructBLIPMethod Type=Models finetuned on paired multimodal data2026.03 | 27.94 |