Fine-grained species classification on Fungi FungiTastic 16-shot (test)
31.1AccuracyFew-shot FT + POC
Evaluation results
| Method | Links | |
|---|---|---|
| Few-shot FT + POCstrategy=finetuning, variant=POC, shots=162025.12 | 31.1 | |
| Few-shot FTstrategy=finetuning, variant=expert, shots=162025.12 | 29.9 | |
| CLAP + POCstrategy=linear probing, variant=POC, shots=162025.12 | 28.2 | |
| CrossModal LP + POCstrategy=linear probing, variant=POC, shots=162025.12 | 25.3 | |
| CLAPstrategy=linear probing, variant=expert, shots=162025.12 | 24.9 | |
| Few-shot LP + POCstrategy=linear probing, variant=POC, shots=162025.12 | 22.7 | |
| CrossModal LPstrategy=linear probing, variant=expert, shots=162025.12 | 21.8 | |
| Few-shot LPstrategy=linear probing, variant=expert, shots=162025.12 | 20 | |
| FineR + POCstrategy=non-learned, variant=POC, shots=162025.12 | 13.9 | |
| CoOp + POCstrategy=prompt learning, variant=POC, shots=162025.12 | 13 | |
| CLIP-Adapter + POCstrategy=adapter learning, variant=POC, shots=162025.12 | 10.8 | |
| CoOpstrategy=prompt learning, variant=expert, shots=162025.12 | 8.9 | |
| FineRstrategy=non-learned, variant=expert, shots=162025.12 | 8.9 | |
| Tip-Adapter + POCstrategy=adapter learning, variant=POC, shots=162025.12 | 7.4 | |
| MaPLe + POCstrategy=prompt learning, variant=POC, shots=162025.12 | 6.6 | |
| CLIP-Adapterstrategy=adapter learning, variant=expert, shots=162025.12 | 6.3 | |
| Tip-Adapterstrategy=adapter learning, variant=expert, shots=162025.12 | 3.2 | |
| MaPLestrategy=prompt learning, variant=expert, shots=162025.12 | 3.1 |