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ResearchFormerly WizWand

Open-set Few-shot Attribution on OmniFake Average

75.34AccuracyOmniDFA
26.366439.080751.79564.5093Sep 30, 2025
Updated 4mo ago

Evaluation results

MethodLinks
OmniDFAN-way=5-way, K-shot=10-shot2025.0975.3474.45
FSDN-way=5-way, K-shot=10-shot2025.0973.3172.52
ComForN-way=5-way, K-shot=10-shot2025.0959.8658.82
OOC-CLIPN-way=5-way, K-shot=10-shot2025.0958.8157.62
UnivAttrN-way=5-way, K-shot=10-shot2025.0957.9556.53
OmniDFAN-way=15-way, K-shot=10-shot2025.0953.5451.74
FSDN-way=15-way, K-shot=10-shot2025.0952.2851.07
POSEN-way=5-way, K-shot=10-shot2025.0950.8748.3
CPLN-way=5-way, K-shot=10-shot2025.0950.2348.28
DNA-DetN-way=5-way, K-shot=10-shot2025.0949.4747.83
SiameseNetN-way=5-way, K-shot=10-shot2025.0948.9646.81
OOC-CLIPN-way=15-way, K-shot=10-shot2025.0939.1737.26
ComForN-way=15-way, K-shot=10-shot2025.0938.7537.4
UnivAttrN-way=15-way, K-shot=10-shot2025.0937.6435.97
POSEN-way=15-way, K-shot=10-shot2025.0933.5330.02
SiameseNetN-way=15-way, K-shot=10-shot2025.0931.7228.08
CPLN-way=15-way, K-shot=10-shot2025.0931.0728.47
DNA-DetN-way=15-way, K-shot=10-shot2025.0928.2526.26