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ResearchFormerly WizWand

Semantic Shift Detection on ImageNet-O, iNaturalist, SUN, and Places Average

0.284Avg Score (A)SIRC
0.047920.109210.17050.23179May 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SIRCBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.050.2841.05
SIRCBackbone=EVA, ID Distribution=ImageNet-1K2025.050.2841.05
EnergyBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.050.281.03
MDSBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.050.140.442
EnergyBackbone=EVA, ID Distribution=ImageNet-1K2025.050.1340.522
KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.050.1310.402
MaxLogitBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.050.1190.35
MSPBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.050.1160.336
MaxLogitBackbone=EVA, ID Distribution=ImageNet-1K2025.050.1030.365
RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.050.09730.245
Δ-KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.050.09090.217
Δ-KNN-RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.050.08310.182
MSPBackbone=EVA, ID Distribution=ImageNet-1K2025.050.0820.26
RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.050.0680.189
KNNBackbone=EVA, ID Distribution=ImageNet-1K2025.050.06620.186
MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.050.0660.186
Δ-MDS-RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.050.05750.176
Δ-MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.050.0570.137