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Fine-grained Image Classification on iNaturalist Aves 16-shot 2018 (test)
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69.4
Accuracy
Few-shot FT + POC
46.52
52.46
58.4
64.34
Dec 10, 2025
Accuracy
Updated 5mo ago
Evaluation Results
Method
Method
Links
Accuracy
Few-shot FT + POC
strategy=finetuning, v...
2025.12
69.4
CLAP + POC
strategy=linear probin...
2025.12
67.8
Few-shot LP + POC
strategy=linear probin...
2025.12
67.7
CrossModal LP + POC
strategy=linear probin...
2025.12
66
CLIP-Adapter + POC
strategy=adapter learn...
2025.12
63.6
FineR + POC
strategy=non-learned,...
2025.12
62.5
CoOp + POC
strategy=prompt learni...
2025.12
62
MaPLe + POC
strategy=prompt learni...
2025.12
61
Tip-Adapter + POC
strategy=adapter learn...
2025.12
59.6
Few-shot FT
strategy=finetuning, v...
2025.12
58.2
CLAP
strategy=linear probin...
2025.12
57
Few-shot LP
strategy=linear probin...
2025.12
53.8
CrossModal LP
strategy=linear probin...
2025.12
53.3
CLIP-Adapter
strategy=adapter learn...
2025.12
50.9
CoOp
strategy=prompt learni...
2025.12
48.2
Tip-Adapter
strategy=adapter learn...
2025.12
47.7
FineR
strategy=non-learned,...
2025.12
47.5
MaPLe
strategy=prompt learni...
2025.12
47.4
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