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Fine-grained species classification on Mollusca Species196 16-shot (test)
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71.6
Accuracy
CLAP + POC
21.68
34.64
47.6
60.56
Dec 10, 2025
Accuracy
Updated 5mo ago
Evaluation Results
Method
Method
Links
Accuracy
CLAP + POC
strategy=linear probin...
2025.12
71.6
Few-shot FT + POC
strategy=finetuning, v...
2025.12
69.2
CrossModal LP + POC
strategy=linear probin...
2025.12
65.2
Few-shot LP + POC
strategy=linear probin...
2025.12
63.9
Few-shot FT
strategy=finetuning, v...
2025.12
63.6
CLAP
strategy=linear probin...
2025.12
63.5
CoOp + POC
strategy=prompt learni...
2025.12
59.7
FineR + POC
strategy=non-learned,...
2025.12
58.7
CrossModal LP
strategy=linear probin...
2025.12
58.2
CLIP-Adapter + POC
strategy=adapter learn...
2025.12
57.4
Few-shot LP
strategy=linear probin...
2025.12
56.8
CLIP-Adapter
strategy=adapter learn...
2025.12
48.4
FineR
strategy=non-learned,...
2025.12
47.7
Tip-Adapter + POC
strategy=adapter learn...
2025.12
44.7
CoOp
strategy=prompt learni...
2025.12
44.5
MaPLe + POC
strategy=prompt learni...
2025.12
42.9
Tip-Adapter
strategy=adapter learn...
2025.12
27.3
MaPLe
strategy=prompt learni...
2025.12
23.6
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