Image Classification on RAF-DB
73.8Top-1 AccuracyRAR
Evaluation results
| Method | Links | |
|---|---|---|
| RARBase Model=LLaVA1.52024.03 | 73.8 | |
| RARBase Model=Intern-IXC22024.03 | 72.7 | |
| RARBase Model=Qwen-VL2024.03 | 66 | |
| GPT-4V2024.03 | 58.5 | |
| RAR (LLaVA1.5)Shots=162024.03 | 53.1 | |
| RAR (LLaVA1.5)Shots=82024.03 | 46.9 | |
| CLIP+KNNShots=162024.03 | 35 | |
| RAR (LLaVA1.5)Shots=12024.03 | 34.8 | |
| CLIP+KNNShots=82024.03 | 28.2 | |
| RAR (LLaVA1.5)Shots=22024.03 | 27.9 | |
| RAR (LLaVA1.5)Shots=42024.03 | 27.7 | |
| LLaVA1.5 FinetuningShots=12024.03 | 24.9 | |
| LLaVA1.5 FinetuningShots=22024.03 | 24.9 | |
| LLaVA1.5 FinetuningShots=42024.03 | 24.9 | |
| LLaVA1.5 FinetuningShots=82024.03 | 24.9 | |
| LLaVA1.5 FinetuningShots=162024.03 | 24.9 | |
| CLIP+KNNShots=42024.03 | 14.2 | |
| CLIP+KNNShots=22024.03 | 11.7 | |
| CLIP+KNNShots=12024.03 | 11.3 |