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Fine-grained species classification on Fungi FungiTastic 16-shot (test)
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31.1
Accuracy
Few-shot FT + POC
1.98
9.54
17.1
24.66
Dec 10, 2025
Accuracy
Updated 5mo ago
Evaluation Results
Method
Method
Links
Accuracy
Few-shot FT + POC
strategy=finetuning, v...
2025.12
31.1
Few-shot FT
strategy=finetuning, v...
2025.12
29.9
CLAP + POC
strategy=linear probin...
2025.12
28.2
CrossModal LP + POC
strategy=linear probin...
2025.12
25.3
CLAP
strategy=linear probin...
2025.12
24.9
Few-shot LP + POC
strategy=linear probin...
2025.12
22.7
CrossModal LP
strategy=linear probin...
2025.12
21.8
Few-shot LP
strategy=linear probin...
2025.12
20
FineR + POC
strategy=non-learned,...
2025.12
13.9
CoOp + POC
strategy=prompt learni...
2025.12
13
CLIP-Adapter + POC
strategy=adapter learn...
2025.12
10.8
CoOp
strategy=prompt learni...
2025.12
8.9
FineR
strategy=non-learned,...
2025.12
8.9
Tip-Adapter + POC
strategy=adapter learn...
2025.12
7.4
MaPLe + POC
strategy=prompt learni...
2025.12
6.6
CLIP-Adapter
strategy=adapter learn...
2025.12
6.3
Tip-Adapter
strategy=adapter learn...
2025.12
3.2
MaPLe
strategy=prompt learni...
2025.12
3.1
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