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ResearchFormerly WizWand

Image Classification on ImageNet 1k (val) (Accuracy & Calibration)

74.11Accuracy (Top-1)Proposed (RMD)
73.579673.717373.85573.9927Apr 20, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Proposed (RMD)Regularization=Relative Mahalanobis Distance, Reference=Table 72023.0474.111.602
RMDDifficulty measure=Relative Mahalanobis Distance, Reference=Table 82023.0474.111.613
K-meansDifficulty measure=K-means clustering, Reference=Table 82023.0473.782.241
MDDifficulty measure=Mahalanobis Distance, Reference=Table 82023.0473.712.125
CRLRegularization=Correctness ranking loss, Reference=Table 72023.0473.62.272