Object Recognition on ImageNette (test)
97.71MiniGPT-4 ScoreTVP
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TVPPrompt Training Source=MiniGPT-42024.04 | 97.71 | 78.34 | 94.98 | 86.34 | 84.51 | 75.34 | 5.8 | |
| EVPPrompt Training Source=Ensemble2024.04 | 97.63 | 97.16 | 92.37 | 83.19 | 90.04 | 76.49 | 9.08 | |
| TVPPrompt Training Source=Ensemble2024.04 | 97.22 | 97 | 91.54 | 92.6 | 94.37 | 76.69 | 11.17 | |
| EVPPrompt Training Source=MiniGPT-42024.04 | 96.79 | 68.15 | 91.36 | 79.08 | 75.82 | 76.05 | 0.81 | |
| TVPPrompt Training Source=InstructBLIP2024.04 | 85.58 | 98.24 | 92.71 | 83.95 | 96.79 | 80.46 | 9.22 | |
| VPPrompt Training Source=InstructBLIP2024.04 | 85.5 | 93.22 | 90.88 | 79.67 | 92.94 | 76.71 | 6.08 | |
| VPPrompt Training Source=Ensemble2024.04 | 85.48 | 86.55 | 93.99 | 79.08 | 86.27 | 71.77 | 3.45 | |
| EVPPrompt Training Source=InstructBLIP2024.04 | 84.05 | 96.92 | 94.65 | 80.87 | 90.11 | 76.46 | 6.77 | |
| VPPrompt Training Source=MiniGPT-42024.04 | 83.39 | 71.12 | 95.59 | 81.4 | 80.33 | 73.73 | 0.52 | |
| Zero-ShotPrompt Training Source=None2024.04 | 79.82 | 74.78 | 95.03 | 82.57 | 77.02 | 73.2 | 0 |