ResearchBenchmarksFew-shot Image Classification on InsectaFollow70.8AccuracyPOC12.45627.60342.7557.897Dec 10, 2025Evaluation ResultsMethodMethodLinksAccuracyPOCbase_method=CLAP, shot...base_method=CLAP, shots=16, strategy=linear probing, variant=POC2025.1270.8CLAPshots=16, strategy=lin...shots=16, strategy=linear probing, variant=expert2025.1263.1POCbase_method=CoOp, shot...base_method=CoOp, shots=4, strategy=prompt learning, variant=POC2025.1224.9CoOpshots=4, strategy=prom...shots=4, strategy=prompt learning, variant=expert2025.1214.7