Object Hallucination Evaluation on POPE MSCOCO (test)
86.15Average F1FADE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=34, Attenuation Strength (α)=0.72026.06 | 86.15 | 89.1 | 86.9 | 82.4 | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=34, Attenuation Strength (α)=0.72026.06 | 86.15 | 89.1 | 86.9 | 82.4 | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L34, Attenuation Strength (α)=0.82026.06 | 86.11 | — | — | — | |
| PAIBackbone=LLaVA-v1.5-13B2026.06 | 86.1 | 89.2 | 86.8 | 82.3 | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L34, Attenuation Strength (α)=0.62026.06 | 86.1 | — | — | — | |
| PAIBackbone=LLaVA-v1.5-13B2026.06 | 86.1 | 89.2 | 86.8 | 82.3 | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L34, Attenuation Strength (α)=0.42026.06 | 86.05 | — | — | — | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L34, Attenuation Strength (α)=0.52026.06 | 86.05 | — | — | — | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L28, Attenuation Strength (α)=0.62026.06 | 86.04 | — | — | — | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L26, Attenuation Strength (α)=0.62026.06 | 86.02 | — | — | — | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L34, Attenuation Strength (α)=0.32026.06 | 85.99 | — | — | — | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L20, Attenuation Strength (α)=0.62026.06 | 85.98 | — | — | — | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L30, Attenuation Strength (α)=0.62026.06 | 85.93 | — | — | — | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L24, Attenuation Strength (α)=0.62026.06 | 85.89 | — | — | — | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L22, Attenuation Strength (α)=0.62026.06 | 85.84 | — | — | — | |
| GreedyBackbone=LLaVA-v1.5-13B2026.06 | 85.7 | 89 | 86.3 | 81.8 | |
| GreedyBackbone=LLaVA-v1.5-13B2026.06 | 85.7 | 89 | 86.3 | 81.8 | |
| FADEBackbone=LLaVA-v1.5-13B, Layer (L)=L18, Attenuation Strength (α)=0.62026.06 | 85.43 | — | — | — | |
| DAMOBackbone=LLaVA-v1.5-13B2026.06 | 84.12 | 87.3 | 84.6 | 80.5 | |
| DAMOBackbone=LLaVA-v1.5-13B2026.06 | 84.12 | 87.3 | 84.6 | 80.5 | |
| VISTABackbone=LLaVA-v1.5-13B2026.06 | 84.05 | 87.5 | 84.4 | 80.3 | |
| VISTABackbone=LLaVA-v1.5-13B2026.06 | 84.05 | 87.5 | 84.4 | 80.3 | |
| VCDBackbone=LLaVA-v1.5-13B2026.06 | 81.74 | 85.2 | 81.7 | 78.3 | |
| VCDBackbone=LLaVA-v1.5-13B2026.06 | 81.74 | 85.2 | 81.7 | 78.3 |