Object Hallucination on POPE average across COCO, A-OKVQA, GQA
85.7ACCAFTER
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AFTERModel=LLaVA-v1.52026.01 | 85.7 | 85.6 | |
| AFTER (w/o QAO)Model=LLaVA-v1.52026.01 | 83.8 | 84.4 | |
| ICTModel=LLaVA-v1.52026.01 | 83.7 | 83.7 | |
| HACLModel=LLaVA-v1.52026.01 | 83.5 | 83 | |
| AFTERModel=InstructBLIP2026.01 | 83.5 | 84.2 | |
| OPERAModel=LLaVA-v1.52026.01 | 83.3 | 83.5 | |
| VTIModel=LLaVA-v1.52026.01 | 83.2 | 83.4 | |
| AFTER (w/o QAO)Model=InstructBLIP2026.01 | 82.9 | 83.8 | |
| ICTModel=InstructBLIP2026.01 | 82.6 | 82.9 | |
| VCDModel=LLaVA-v1.52026.01 | 82.5 | 82.7 | |
| AFTERModel=Shikra2026.01 | 82.5 | 82.5 | |
| VTIModel=InstructBLIP2026.01 | 82.3 | 82.7 | |
| OPERAModel=InstructBLIP2026.01 | 82 | 82.3 | |
| VCDModel=InstructBLIP2026.01 | 81.5 | 82.1 | |
| AFTER (w/o QAO)Model=Shikra2026.01 | 81.1 | 81.6 | |
| ICTModel=Shikra2026.01 | 80.9 | 81.6 | |
| VTIModel=Shikra2026.01 | 80.6 | 81.3 | |
| BaselineModel=InstructBLIP2026.01 | 80.3 | 82 | |
| VCDModel=Shikra2026.01 | 80.2 | 81.2 | |
| OPERAModel=Shikra2026.01 | 80.2 | 81.1 | |
| BaselineModel=LLaVA-v1.52026.01 | 80.1 | 82.3 | |
| BaselineModel=Shikra2026.01 | 78.9 | 80.3 |