Object Hallucination on MME
195E ScoreICT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ICTModel=LLaVA-v1.52026.01 | 195 | 158.3 | 126.7 | 158.3 | |
| AFTER (w/o QAO)Model=LLaVA-v1.52026.01 | 195 | 163.3 | 128.3 | 160 | |
| AFTERModel=LLaVA-v1.52026.01 | 195 | 163.3 | 138.3 | 165 | |
| VCDModel=LLaVA-v1.52026.01 | 190 | 148.3 | 126.7 | 158.3 | |
| OPERAModel=LLaVA-v1.52026.01 | 190 | 153.3 | 123.7 | 158.3 | |
| ICTModel=Shikra2026.01 | 190 | 95 | 61.7 | 103.7 | |
| AFTER (w/o QAO)Model=Shikra2026.01 | 190 | 106.7 | 66.7 | 103.7 | |
| AFTERModel=Shikra2026.01 | 190 | 116.7 | 66.7 | 113.3 | |
| HACLModel=LLaVA-v1.52026.01 | 185 | 168.3 | 133.3 | 145 | |
| VTIModel=LLaVA-v1.52026.01 | 185 | 163.3 | 128.3 | 150 | |
| AFTER (w/o QAO)Model=InstructBLIP2026.01 | 185 | 65 | 53.3 | 128.3 | |
| AFTERModel=InstructBLIP2026.01 | 185 | 70 | 63.3 | 133.3 | |
| BaselineModel=Shikra2026.01 | 185 | 66.7 | 58.3 | 103.3 | |
| VCDModel=Shikra2026.01 | 185 | 86.7 | 60 | 96.7 | |
| OPERAModel=Shikra2026.01 | 185 | 85 | 63.3 | 106.7 | |
| VTIModel=Shikra2026.01 | 185 | 83.3 | 55 | 101.7 | |
| BaselineModel=LLaVA-v1.52026.01 | 180 | 158.3 | 123.3 | 155 | |
| VCDModel=InstructBLIP2026.01 | 180 | 60 | 48.3 | 125 | |
| OPERAModel=InstructBLIP2026.01 | 180 | 65 | 58.3 | 128.3 | |
| ICTModel=InstructBLIP2026.01 | 180 | 60 | 56.7 | 130 | |
| BaselineModel=InstructBLIP2026.01 | 175 | 60 | 50 | 120 | |
| VTIModel=InstructBLIP2026.01 | 170 | 60 | 53.3 | 120 |