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ResearchFormerly WizWand

Fine-grained Image Classification on OxfordPets (New classes)

98.07AccuracyMMA
95.917296.476197.03597.5939Dec 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
MMAProtocol=Base-to-novel generalization2025.1298.07
KgCoOpProtocol=Base-to-novel generalization2025.1297.76
MaPLeProtocol=Base-to-novel generalization2025.1297.76
CoCoOpProtocol=Base-to-novel generalization2025.1297.69
ProVPProtocol=Base-to-novel generalization2025.1297.65
FARLProtocol=Base-to-novel generalization2025.1297.63
MMRLProtocol=Base-to-novel generalization2025.1297.27
CLIPProtocol=Base-to-novel generalization2025.1297.26
TCPProtocol=Base-to-novel generalization2025.1297.2
MetaPromptProtocol=Base-to-novel generalization2025.1297
PLOTProtocol=Base-to-novel generalization2025.1296.83
CoOpProtocol=Base-to-novel generalization2025.1296