Fine-grained species classification on Insecta Species196 16-shot (test)
70.8AccuracyCLAP + POC
Evaluation results
| Method | Links | |
|---|---|---|
| CLAP + POCstrategy=linear probing, variant=POC, shots=162025.12 | 70.8 | |
| Few-shot FT + POCstrategy=finetuning, variant=POC, shots=162025.12 | 70.5 | |
| CrossModal LP + POCstrategy=linear probing, variant=POC, shots=162025.12 | 66.6 | |
| Few-shot FTstrategy=finetuning, variant=expert, shots=162025.12 | 63.8 | |
| CLAPstrategy=linear probing, variant=expert, shots=162025.12 | 63.1 | |
| Few-shot LP + POCstrategy=linear probing, variant=POC, shots=162025.12 | 63 | |
| CrossModal LPstrategy=linear probing, variant=expert, shots=162025.12 | 57.3 | |
| CLIP-Adapter + POCstrategy=adapter learning, variant=POC, shots=162025.12 | 56.3 | |
| Few-shot LPstrategy=linear probing, variant=expert, shots=162025.12 | 54.7 | |
| CoOp + POCstrategy=prompt learning, variant=POC, shots=162025.12 | 51.4 | |
| FineR + POCstrategy=non-learned, variant=POC, shots=162025.12 | 47.1 | |
| CLIP-Adapterstrategy=adapter learning, variant=expert, shots=162025.12 | 38.8 | |
| CoOpstrategy=prompt learning, variant=expert, shots=162025.12 | 38.2 | |
| FineRstrategy=non-learned, variant=expert, shots=162025.12 | 32.8 | |
| MaPLe + POCstrategy=prompt learning, variant=POC, shots=162025.12 | 29.2 | |
| Tip-Adapter + POCstrategy=adapter learning, variant=POC, shots=162025.12 | 28.3 | |
| MaPLestrategy=prompt learning, variant=expert, shots=162025.12 | 15.7 | |
| Tip-Adapterstrategy=adapter learning, variant=expert, shots=162025.12 | 14.6 |