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ResearchFormerly WizWand

Semantic Shift Detection on Places

32.9Score AEnergy
5.91212.918519.92526.9315May 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
EnergyBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0532.91.13
SIRCBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0532.31.11
SIRCBackbone=EVA, ID Distribution=ImageNet-1K2025.0532.31.11
EnergyBackbone=EVA, ID Distribution=ImageNet-1K2025.0515.80.545
MDSBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0515.20.414
KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0513.90.362
MaxLogitBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0513.40.343
MSPBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0512.80.319
MaxLogitBackbone=EVA, ID Distribution=ImageNet-1K2025.0512.60.399
RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0511.50.267
Δ-KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0510.40.22
MSPBackbone=EVA, ID Distribution=ImageNet-1K2025.0510.10.289
Δ-KNN-RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.059.760.195
RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.058.210.203
MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.057.780.184
KNNBackbone=EVA, ID Distribution=ImageNet-1K2025.057.70.18
Δ-MDS-RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.057.080.186
Δ-MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.056.950.146