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Fine-grained species classification on Weeds Species196 16-shot (test)
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87.7
Accuracy
Few-shot FT + POC
39.652
52.126
64.6
77.074
Dec 10, 2025
Accuracy
Updated 5mo ago
Evaluation Results
Method
Method
Links
Accuracy
Few-shot FT + POC
strategy=finetuning, v...
2025.12
87.7
Few-shot LP + POC
strategy=linear probin...
2025.12
85.2
CLAP + POC
strategy=linear probin...
2025.12
85
CrossModal LP + POC
strategy=linear probin...
2025.12
84.3
CoOp + POC
strategy=prompt learni...
2025.12
83.7
FineR + POC
strategy=non-learned,...
2025.12
82.4
CLIP-Adapter + POC
strategy=adapter learn...
2025.12
82
Few-shot FT
strategy=finetuning, v...
2025.12
80.7
CLAP
strategy=linear probin...
2025.12
76.9
CrossModal LP
strategy=linear probin...
2025.12
75.1
Tip-Adapter + POC
strategy=adapter learn...
2025.12
71.7
CoOp
strategy=prompt learni...
2025.12
69.9
Few-shot LP
strategy=linear probin...
2025.12
69.7
CLIP-Adapter
strategy=adapter learn...
2025.12
68.4
FineR
strategy=non-learned,...
2025.12
65
MaPLe + POC
strategy=prompt learni...
2025.12
60.6
Tip-Adapter
strategy=adapter learn...
2025.12
53.1
MaPLe
strategy=prompt learni...
2025.12
41.5
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