Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Benchmarks
Fine-grained species classification on Insecta Species196 16-shot (test)
Loading...
70.8
Accuracy
CLAP + POC
12.352
27.526
42.7
57.874
Dec 10, 2025
Accuracy
Updated 5mo ago
Evaluation Results
Method
Method
Links
Accuracy
CLAP + POC
strategy=linear probin...
2025.12
70.8
Few-shot FT + POC
strategy=finetuning, v...
2025.12
70.5
CrossModal LP + POC
strategy=linear probin...
2025.12
66.6
Few-shot FT
strategy=finetuning, v...
2025.12
63.8
CLAP
strategy=linear probin...
2025.12
63.1
Few-shot LP + POC
strategy=linear probin...
2025.12
63
CrossModal LP
strategy=linear probin...
2025.12
57.3
CLIP-Adapter + POC
strategy=adapter learn...
2025.12
56.3
Few-shot LP
strategy=linear probin...
2025.12
54.7
CoOp + POC
strategy=prompt learni...
2025.12
51.4
FineR + POC
strategy=non-learned,...
2025.12
47.1
CLIP-Adapter
strategy=adapter learn...
2025.12
38.8
CoOp
strategy=prompt learni...
2025.12
38.2
FineR
strategy=non-learned,...
2025.12
32.8
MaPLe + POC
strategy=prompt learni...
2025.12
29.2
Tip-Adapter + POC
strategy=adapter learn...
2025.12
28.3
MaPLe
strategy=prompt learni...
2025.12
15.7
Tip-Adapter
strategy=adapter learn...
2025.12
14.6
Feedback
Search any
task
Search any
task