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ResearchFormerly WizWand

Semantic Shift Detection on iNaturalist

32.7Detection Score ASIRC
4.547211.856119.16526.4739May 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SIRCBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0532.71.12
SIRCBackbone=EVA, ID Distribution=ImageNet-1K2025.0532.71.12
EnergyBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0528.10.935
EnergyBackbone=EVA, ID Distribution=ImageNet-1K2025.0514.50.487
MDSBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0514.10.37
KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0513.20.334
MaxLogitBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0511.90.282
MSPBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.0511.70.273
MaxLogitBackbone=EVA, ID Distribution=ImageNet-1K2025.0510.80.319
RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05100.205
Δ-KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.059.420.181
Δ-KNN-RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.058.60.148
MSPBackbone=EVA, ID Distribution=ImageNet-1K2025.058.460.214
RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.056.920.145
KNNBackbone=EVA, ID Distribution=ImageNet-1K2025.056.70.135
MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.056.640.133
Δ-MDS-RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.055.640.13
Δ-MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.055.630.087