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ResearchFormerly WizWand

Selective Classification on ImageNet-C

11.1AURCEnergy
-0.328562.638475.60558.57253May 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
EnergyBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.0511.10.474
MaxLogitBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.057.980.301
SIRCBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.056.840.24
MDSBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.056.80.236
KNNBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.056.770.234
MSPBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.056.410.215
Δ-KNNBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.055.740.177
RLogBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.055.50.163
Δ-MDSBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.055.50.164
Δ-KNN-RLogBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.055.380.157
Δ-MDS-RLogBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.055.120.143
EnergyBackbone=DFN CLIP, Evaluation=Zero-shot2025.050.4921.59
SIRCBackbone=DFN CLIP, Evaluation=Zero-shot2025.050.2210.612
MaxLogitBackbone=DFN CLIP, Evaluation=Zero-shot2025.050.1770.423
MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.050.1760.426
KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.050.1670.389
MSPBackbone=DFN CLIP, Evaluation=Zero-shot2025.050.1510.328
RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.050.1260.226
Δ-MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.050.1250.224
Δ-KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.050.1210.207
Δ-KNN-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.050.1130.175
Δ-MDS-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.050.1110.17