Hallucination Evaluation on POPE (test)
68.73MiniGPT-4 ScoreTVP
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TVPPrompt Training Source=MiniGPT-42024.04 | 68.73 | 75.13 | 51.4 | 64.47 | 72.67 | 71 | 3.19 | |
| EVPPrompt Training Source=MiniGPT-42024.04 | 68.06 | 69.8 | 50 | 61.07 | 71.33 | 69.4 | 0.9 | |
| EVPPrompt Training Source=Ensemble2024.04 | 64.67 | 75.87 | 50 | 64.07 | 71.8 | 62.13 | 0.71 | |
| TVPPrompt Training Source=Ensemble2024.04 | 59.13 | 77.53 | 52.4 | 64.93 | 75.27 | 72.4 | 2.9 | |
| VPPrompt Training Source=Ensemble2024.04 | 58.33 | 76.73 | 50.6 | 64.87 | 72.13 | 71.07 | 1.57 | |
| TVPPrompt Training Source=InstructBLIP2024.04 | 54.53 | 77.8 | 50.2 | 64.93 | 75.2 | 70.47 | 1.48 | |
| VPPrompt Training Source=MiniGPT-42024.04 | 53.87 | 69.27 | 50 | 61.07 | 72.13 | 69.8 | -1.36 | |
| Zero-ShotPrompt Training Source=None2024.04 | 53.07 | 73.87 | 49.8 | 58.6 | 78.07 | 70.87 | 0 | |
| EVPPrompt Training Source=InstructBLIP2024.04 | 51.2 | 79.33 | 50 | 63.47 | 72.87 | 69.87 | 0.41 | |
| VPPrompt Training Source=InstructBLIP2024.04 | 50.67 | 77.33 | 50 | 60.87 | 74.4 | 67.47 | -0.59 |