Few-shot Image Classification on Caltech101
94.98AccuracyCoCoOp
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoCoOpShots=4, Prompt type=vp+tp2023.03 | 94.98 | — | — | — | |
| ProGradShots=4, Prompt type=tp2023.03 | 94.93 | — | — | — | |
| KgCoOpShots=4, Prompt type=tp2023.03 | 94.65 | — | — | — | |
| CoOpShots=4, Prompt type=tp2023.03 | 94.44 | — | — | — | |
| AAPEPrompting Strategy=LLM-based2024.10 | — | 98.34 | 94.79 | 96.53 | |
| CuPLPrompting Strategy=LLM-based2024.10 | — | 98.24 | 94.34 | 96.25 | |
| OGENPrompting Strategy=Prompt learning without language priors2024.10 | — | 98.32 | 94.76 | 96.5 |