Object Hallucination on POPE Popular
91.4F1 Score
LogicCheckGPT
Updated 3d ago
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
2024.02 | 91.4 | 91.67 | - | - | - | - | |
2026.02 | 89.91 | 90.3 | - | 86.4 | - | - | |
2026.02 | 88.96 | 89.57 | - | 84.07 | - | - | |
2024.02 | 88.64 | 89.67 | - | - | - | - | |
2024.02 | 88.59 | 88.67 | - | - | - | - | |
2026.02 | 88.03 | 88.9 | - | 81.6 | - | - | |
2023.12 | 88.02 | 88.17 | 89.13 | 86.93 | 48.77 | - | |
2024.02 | 87.87 | 87.67 | - | - | - | - | |
2025.11 | 87.81 | 88.06 | - | - | - | - | |
2026.02 | 87.79 | 88.6 | - | 81.93 | - | - | |
2026.02 | 87.75 | 88.67 | - | 81.2 | - | - | |
2026.02 | 87.75 | 88.67 | - | 81.2 | - | - | |
2026.02 | 87.75 | 88.67 | - | 81.2 | - | - | |
2025.11 | 87.65 | 87.93 | - | - | - | - | |
2026.02 | 87.53 | 88.3 | - | 82.13 | - | - | |
2023.12 | 87.5 | 87.83 | 89.94 | 85.2 | 47.37 | - | |
2025.11 | 87.41 | 87.9 | - | - | - | - | |
2023.12 | 87.36 | 87.94 | 97.23 | 79.31 | 45.03 | - | |
2026.02 | 87.34 | 88.27 | - | 80.93 | - | - | |
2026.02 | 87.33 | 88.37 | - | 80.2 | - | - | |
2025.11 | 87.24 | 87.88 | - | - | - | - | |
2025.11 | 87.22 | 87.88 | - | - | - | - | |
2024.02 | 87.16 | 87.33 | - | - | - | - | |
2026.02 | 87.14 | 88.23 | - | 79.73 | - | - | |
2026.02 | 87.14 | 88.23 | - | 79.73 | - | - | |
2024.02 | 87.05 | 87 | - | - | - | - | |
2026.02 | 86.89 | 88.03 | - | 79.33 | - | - | |
2026.01 | 86.78 | 88.17 | - | - | - | - | |
2026.02 | 86.63 | 87.13 | - | 83.33 | - | - | |
2026.02 | 86.61 | 87.57 | - | 80.4 | - | - | |
2026.04 | 86.6 | 87.3 | - | - | - | - | |
2023.10 | 86.4 | - | - | - | - | - | |
2024.02 | 86.37 | 86.33 | - | - | - | - | |
2024.04 | 86.3 | 86 | 79.7 | 93.9 | 58.9 | - | |
2023.12 | 86.29 | 87.46 | 95.17 | 78.93 | 41.46 | - | |
2026.02 | 86.28 | 84.56 | - | - | - | - | |
2025.11 | 86.24 | 86.62 | - | - | - | - | |
2023.12 | 86.23 | 87.47 | 95.69 | 78.47 | 41 | - | |
2023.12 | 86.22 | 85.83 | 83.91 | 88.67 | 52.83 | - | |
2024.03 | 86.2 | 87.3 | - | - | 42.4 | - | |
2023.10 | 86.2 | - | - | - | - | - | |
2026.02 | 86.12 | 87.72 | - | - | - | - | |
2024.03 | 86.1 | 87.2 | - | - | 41.9 | - | |
2023.10 | 86.1 | - | - | - | - | - | |
2026.04 | 86 | 86.7 | - | - | - | - | |
2025.11 | 85.95 | 86.58 | - | - | - | - | |
2023.11 | 85.94 | 86.77 | 91.69 | 80.87 | - | - | |
2024.03 | 85.92 | 87.2 | 95.44 | 78.13 | 40.93 | - | |
2024.02 | 85.89 | 84.67 | - | - | - | - | |
| 85.7 | 85.9 | - | - | - | - | ||
2024.12 | 85.63 | 85.37 | 84.25 | 87.1 | - | - | |
2023.12 | 85.6 | 86.2 | 89.46 | 82.06 | 45.86 | - | |
2026.01 | 85.56 | 84.7 | - | - | - | - | |
2026.02 | 85.52 | 83.16 | - | - | - | - | |
2023.10 | 85.5 | - | - | - | - | - | |
2025.11 | 85.5 | 84.15 | - | - | - | - | |
2024.12 | 85.32 | 84.58 | 81.61 | 89.43 | - | - | |
2026.03 | 85.3 | 86.5 | - | - | - | - | |
2026.02 | 85.28 | 83.82 | - | - | - | - | |
2026.01 | 85.24 | 83.83 | - | - | - | - | |
2026.01 | 85.01 | 83.42 | - | - | - | - | |
2026.02 | 84.92 | 86.89 | - | - | - | - | |
2026.01 | 84.85 | 86.77 | - | - | - | - | |
2026.04 | 84.8 | 85 | - | - | - | - | |
2026.02 | 84.78 | 85.9 | - | 78.53 | - | - | |
2026.02 | 84.76 | 85.9 | - | 78.4 | - | - | |
2026.02 | 84.76 | 85.9 | - | 78.4 | - | - | |
2026.01 | 84.73 | 83.53 | - | - | - | - | |
2025.11 | 84.73 | 83.51 | - | - | - | - | |
2024.04 | 84.7 | 82.8 | 76.3 | 95.1 | 62.4 | - | |
2025.11 | 84.7 | 85.95 | - | - | - | - | |
2026.04 | 84.7 | 82.8 | 78.5 | 92 | - | - | |
2023.12 | 84.66 | 82.77 | 76.27 | 95.13 | 62.37 | - | |
2023.06 | 84.66 | 82.77 | 76.27 | 95.13 | 62.37 | - | |
2023.11 | 84.66 | 82.77 | 76.27 | 95.13 | - | - | |
2023.12 | 84.66 | 82.77 | 76.27 | 95.13 | 62.37 | - | |
2024.03 | 84.66 | 82.77 | 76.27 | 95.13 | 62.37 | - | |
2023.09 | 84.66 | 82.77 | 76.27 | 95.13 | 62.37 | - | |
2026.02 | 84.62 | 82.74 | - | - | - | - | |
2024.02 | 84.45 | 84.66 | - | - | - | - | |
2024.03 | 84.3 | 85.5 | - | - | 42.1 | - | |
2026.02 | 84.3 | 85.5 | - | - | - | - | |
2026.03 | 84.3 | 85.7 | - | - | - | - | |
2026.02 | 84.28 | 86.12 | - | - | - | - | |
2023.12 | 84.21 | 84.9 | 88.24 | 80.53 | 45.63 | - | |
2023.12 | 84.21 | 84.9 | 88.24 | 80.53 | 45.63 | - | |
2026.02 | 84.18 | 82.62 | - | - | - | - | |
2025.11 | 84.14 | 85.45 | - | - | - | - | |
2026.02 | 84.12 | 85.56 | - | - | - | - | |
2026.04 | 84.1 | 83.5 | - | - | - | - | |
2026.02 | 84.03 | 85.07 | - | 78.6 | - | - | |
2023.11 | 84 | 85.3 | - | - | 42.1 | - | |
2026.03 | 84 | 85.4 | - | - | - | - | |
2026.02 | 83.99 | 85.23 | - | 77.47 | - | - | |
2026.01 | 83.94 | 85.21 | - | - | - | - | |
2026.03 | 83.9 | 85.3 | - | - | - | - | |
2026.02 | 83.8 | 84.8 | - | - | - | - | |
2026.03 | 83.8 | 85.1 | - | - | - | - | |
2026.04 | 83.8 | 81.8 | 77.7 | 90.9 | - | - | |
2026.04 | 83.7 | 81 | 77.4 | 91.2 | - | - |
Showing 100 of 286 rows