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ResearchFormerly WizWand

Semantic Shift Detection on ImageNet-O

18.2Score ASIRC
2.77686.780910.78514.7891May 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SIRCBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0518.295.8
SIRCBackbone=EVA, ID Distribution=ImageNet-1K2025.0518.295.8
EnergyBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0517.793
MDSBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0511.858.4
KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0511.355.2
MaxLogitBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.059.7546.2
MSPBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.059.745.9
EnergyBackbone=EVA, ID Distribution=ImageNet-1K2025.058.857.2
MaxLogitBackbone=EVA, ID Distribution=ImageNet-1K2025.056.3739.2
RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.056.2125.3
Δ-KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.055.9323.7
Δ-KNN-RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.055.219.4
MSPBackbone=EVA, ID Distribution=ImageNet-1K2025.054.9428.5
KNNBackbone=EVA, ID Distribution=ImageNet-1K2025.054.6326.2
MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.054.5825.8
RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.053.8220.1
Δ-MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.053.4917.7
Δ-MDS-RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.053.3720.2