Object Hallucination Mitigation on MSCOCO (val)
20.4CHAIRS ScoreGreedy
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GreedyBackbone=LLaVA-7B, Hardware=NVIDIA A6000 GPU2026.03 | 20.4 | 0.7 | |
| VCDBackbone=LLaVA-7B, Hardware=NVIDIA A6000 GPU2026.03 | 20.3 | 0.35 | |
| DoLaBackbone=LLaVA-7B, Hardware=NVIDIA A6000 GPU2026.03 | 20.2 | 0.42 | |
| BeamBackbone=LLaVA-7B, Hardware=NVIDIA A6000 GPU2026.03 | 19.5 | 0.55 | |
| OPERABackbone=LLaVA-7B, Hardware=NVIDIA A6000 GPU2026.03 | 17.5 | 0.1 | |
| HALCBackbone=LLaVA-7B, Hardware=NVIDIA A6000 GPU2026.03 | 16.9 | 0.05 | |
| NulluBackbone=LLaVA-7B, Hardware=NVIDIA A6000 GPU2026.03 | 15.2 | 0.7 | |
| CIPHERBackbone=LLaVA-7B, Hardware=NVIDIA A6000 GPU2026.03 | 13.05 | 0.7 |