Object Hallucination Mitigation on CHAIR
69.8CHAIRs ScoreM3ID
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| M3IDBase Model=InstructBLIP2026.04 | 69.8 | 21.4 | 70.8 | |
| ICDBase Model=InstructBLIP2026.04 | 65.7 | 20.1 | 74.9 | |
| BaselineBase Model=InstructBLIP2026.04 | 59 | 18.5 | 69.4 | |
| VCDBase Model=InstructBLIP2026.04 | 58.7 | 18.5 | 69.3 | |
| BaselineBase Model=LLaVA1.52026.04 | 57.5 | 17.3 | 73.3 | |
| VCDBase Model=LLaVA1.52026.04 | 57 | 16.3 | 76.7 | |
| M3IDBase Model=LLaVA1.52026.04 | 54.5 | 15.9 | 73.5 | |
| ICDBase Model=LLaVA1.52026.04 | 53 | 14.6 | 76.7 | |
| FLBBase Model=InstructBLIP2026.04 | 52.5 | 15.8 | 71.3 | |
| FLBBase Model=LLaVA1.52026.04 | 43.5 | 12 | 73.6 | |
| ICDBackbone=LLaVA-v1.52026.04 | 22.4 | 8.5 | 55.1 | |
| RegularBackbone=Qwen3-VL2026.04 | 21.6 | 7.8 | 46.8 | |
| RegularBackbone=LLaVA-v1.52026.04 | 18.2 | 6.2 | 61.9 | |
| DAMOBackbone=LLaVA-v1.52026.04 | 17.4 | 6.1 | 63.1 | |
| DoLaBackbone=LLaVA-v1.52026.04 | 16.6 | 9.8 | 55.8 | |
| VCDBackbone=LLaVA-v1.52026.04 | 12.2 | 14.3 | 26.5 | |
| HTDCBackbone=LLaVA-v1.52026.04 | 11.6 | 4.7 | 58.2 | |
| VCDBackbone=Qwen3-VL2026.04 | 9.2 | 3 | 43.4 | |
| ICDBackbone=Qwen3-VL2026.04 | 6 | 3 | 29.1 | |
| HTDCBackbone=Qwen3-VL2026.04 | 4.4 | 1.7 | 39.4 | |
| DoLaBackbone=Qwen3-VL2026.04 | 4.2 | 5.3 | 29 | |
| DAMOBackbone=Qwen3-VL2026.04 | 3.4 | 1.8 | 39.6 |