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ResearchFormerly WizWand

Image Classification on StanfordCars (test)

85.9Base AccuracyAPP
62.468868.551974.63580.7181Aug 29, 2023Jan 11, 2024May 26, 2024Oct 9, 2024Feb 22, 2025Jul 8, 2025Nov 21, 2025
Updated 7mo ago

Evaluation results

MethodLinks
APP2025.1185.969.576.8
MMRL*re-run=true2025.1181.237577.99
MMRL* + ReBaPLre-run=true, distance metric=Wasserstein distance2025.1181.275.3778.17
CLIP+LPShots=16, Evaluation Protocol=Linear Probing2023.0878.665.571.45
CoOpShots=162023.0878.1260.468.13
CoOpShots=162024.0278.1260.468.13
CoOp2025.1178.1260.468.13
PromptSRC*re-run=true2025.1177.9375.576.7
MaPLe* + ReBaPLre-run=true, distance metric=MMD2025.1174.7374.5774.65
RPOShots=162023.0873.8775.5374.69
BPLShots=162024.0273.23——
Any-shift PromptingShots=162024.0273.0575.8374.41
MaPLeShots=162024.0272.947473.47
MaPLe*re-run=true2025.1172.4574.973.65
CoCoOpShots=162023.0870.4973.5972.01
CoCoOpShots=162024.0270.4973.5972.01
CoCoOp2025.1170.4973.5972.01
CLIPEvaluation Protocol=Zero-shot2023.0863.3774.8968.65
CLIPShots=162024.0263.3774.8968.65
CLIP2025.1163.3774.8968.65