Object Recognition on CIFAR-10 (test)
98.33MiniGPT-4 AccuracyTVP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TVPPrompt Training Source=MiniGPT-42024.04 | 98.33 | 92.82 | 91.69 | 88.7 | 87.48 | 87.53 | 3.83 | |
| EVPPrompt Training Source=MiniGPT-42024.04 | 97.97 | 84.57 | 83.39 | 86.93 | 86.45 | 85.92 | 0.28 | |
| EVPPrompt Training Source=Ensemble2024.04 | 97.69 | 97.63 | 89.4 | 91.43 | 95.47 | 88.29 | 6.06 | |
| TVPPrompt Training Source=Ensemble2024.04 | 97.18 | 96.21 | 95.46 | 92.92 | 96.2 | 92.06 | 7.75 | |
| VPPrompt Training Source=MiniGPT-42024.04 | 92.4 | 82.07 | 78.58 | 85.82 | 78.85 | 81.29 | -4.09 | |
| TVPPrompt Training Source=InstructBLIP2024.04 | 91.69 | 98.07 | 96.02 | 91.09 | 97.78 | 89.01 | 6.69 | |
| VPPrompt Training Source=Ensemble2024.04 | 90.84 | 90.95 | 91.91 | 88.84 | 92 | 81.43 | 2.07 | |
| EVPPrompt Training Source=InstructBLIP2024.04 | 87.52 | 97.81 | 86.18 | 87.16 | 94.39 | 90.28 | 3.3 | |
| Zero-ShotPrompt Training Source=None2024.04 | 87.35 | 88.11 | 82.41 | 84.63 | 89.23 | 91.81 | 0 | |
| VPPrompt Training Source=InstructBLIP2024.04 | 82.8 | 91.22 | 87.46 | 83.71 | 85.92 | 85.21 | -1.2 |