Object Hallucination Evaluation on MSCOCO CHAIR
52.4CHAIR_SLLaVA-1.5-7B + Vissink
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLaVA-1.5-7B + VissinkBackbone=LLaVA-1.5, Model Size=7B, Inference Strategy=Vissink2026.01 | 52.4 | 14.5 | |
| LLaVA-1.5-7BBackbone=LLaVA-1.5, Model Size=7B, Inference Strategy=Base2026.01 | 48 | 13.9 | |
| LLaVA-1.5-7B + ICDBackbone=LLaVA-1.5, Model Size=7B, Inference Strategy=ICD2026.01 | 47.7 | 13.6 | |
| LLaVA-1.5-13BBackbone=LLaVA-1.5, Model Size=13B, Inference Strategy=Base2026.01 | 47.2 | 13.6 | |
| LLaVA-1.5-7B + VCDBackbone=LLaVA-1.5, Model Size=7B, Inference Strategy=VCD2026.01 | 46.8 | 13.2 | |
| Intern-VL-7BBackbone=Intern-VL, Model Size=7B, Inference Strategy=Base2026.01 | 46.6 | 12.4 | |
| Intern-VL-13BBackbone=Intern-VL, Model Size=13B, Inference Strategy=Base2026.01 | 45.4 | 12.7 | |
| LLaVA-1.5-7B + OPERABackbone=LLaVA-1.5, Model Size=7B, Inference Strategy=OPERA2026.01 | 45.2 | 12.7 | |
| SGRS + LocoREBackbone=Intern-VL, Model Size=13B, Inference Strategy=SGRS + LocoRE2026.01 | 45.2 | 14 | |
| LLaVA-1.5-7B + SIDBackbone=LLaVA-1.5, Model Size=7B, Inference Strategy=SID2026.01 | 44.2 | 14 | |
| LocoREBackbone=LLaVA-1.5, Model Size=13B, Inference Strategy=LocoRE2026.01 | 43.8 | 12.8 | |
| LocoREBackbone=Intern-VL, Model Size=13B, Inference Strategy=LocoRE2026.01 | 43.6 | 12.5 | |
| Qwen2.5-VL-32BBackbone=Qwen2.5-VL, Model Size=32B, Inference Strategy=Base2026.01 | 43.6 | 9.5 | |
| LocoREBackbone=Qwen2.5-VL, Model Size=32B, Inference Strategy=LocoRE2026.01 | 41.8 | 8.5 | |
| LLaVA-1.5-7B + FarSightBackbone=LLaVA-1.5, Model Size=7B, Inference Strategy=FarSight2026.01 | 41.6 | 13.2 | |
| LLaVA-1.5-7B + TAMEBackbone=LLaVA-1.5, Model Size=7B, Inference Strategy=TAME2026.01 | 41.3 | 12.2 | |
| LocoREBackbone=Intern-VL, Model Size=7B, Inference Strategy=LocoRE2026.01 | 40.2 | 10.5 | |
| SGRS + LocoREBackbone=LLaVA-1.5, Model Size=13B, Inference Strategy=SGRS + LocoRE2026.01 | 39.8 | 8.8 | |
| LocoREBackbone=LLaVA-1.5, Model Size=7B, Inference Strategy=LocoRE2026.01 | 38.4 | 10.2 | |
| SGRS + LocoREBackbone=LLaVA-1.5, Model Size=7B, Inference Strategy=SGRS + LocoRE2026.01 | 35.6 | 8.2 | |
| SGRS + LocoREBackbone=Intern-VL, Model Size=7B, Inference Strategy=SGRS + LocoRE2026.01 | 34.4 | 7.5 | |
| Qwen2.5-VL-7BBackbone=Qwen2.5-VL, Model Size=7B, Inference Strategy=Base2026.01 | 27.2 | 9 | |
| Qwen2-VL-7BBackbone=Qwen2-VL, Model Size=7B, Inference Strategy=Base2026.01 | 25 | 7.3 | |
| LocoREBackbone=Qwen2-VL, Model Size=7B, Inference Strategy=LocoRE2026.01 | 23.5 | 6.8 | |
| LocoREBackbone=Qwen2.5-VL, Model Size=7B, Inference Strategy=LocoRE2026.01 | 23 | 8.5 | |
| SGRS + LocoREBackbone=Qwen2.5-VL, Model Size=7B, Inference Strategy=SGRS + LocoRE2026.01 | 21 | 6.5 | |
| SGRS + LocoREBackbone=Qwen2-VL, Model Size=7B, Inference Strategy=SGRS + LocoRE2026.01 | 19.3 | 5.1 |