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ResearchFormerly WizWand

Fine-grained species classification on Mollusca Species196 16-shot (test)

71.6AccuracyCLAP + POC
21.6834.6447.660.56Dec 10, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CLAP + POCstrategy=linear probing, variant=POC, shots=162025.1271.6
Few-shot FT + POCstrategy=finetuning, variant=POC, shots=162025.1269.2
CrossModal LP + POCstrategy=linear probing, variant=POC, shots=162025.1265.2
Few-shot LP + POCstrategy=linear probing, variant=POC, shots=162025.1263.9
Few-shot FTstrategy=finetuning, variant=expert, shots=162025.1263.6
CLAPstrategy=linear probing, variant=expert, shots=162025.1263.5
CoOp + POCstrategy=prompt learning, variant=POC, shots=162025.1259.7
FineR + POCstrategy=non-learned, variant=POC, shots=162025.1258.7
CrossModal LPstrategy=linear probing, variant=expert, shots=162025.1258.2
CLIP-Adapter + POCstrategy=adapter learning, variant=POC, shots=162025.1257.4
Few-shot LPstrategy=linear probing, variant=expert, shots=162025.1256.8
CLIP-Adapterstrategy=adapter learning, variant=expert, shots=162025.1248.4
FineRstrategy=non-learned, variant=expert, shots=162025.1247.7
Tip-Adapter + POCstrategy=adapter learning, variant=POC, shots=162025.1244.7
CoOpstrategy=prompt learning, variant=expert, shots=162025.1244.5
MaPLe + POCstrategy=prompt learning, variant=POC, shots=162025.1242.9
Tip-Adapterstrategy=adapter learning, variant=expert, shots=162025.1227.3
MaPLestrategy=prompt learning, variant=expert, shots=162025.1223.6