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ResearchFormerly WizWand

OOD Detection on CIFAR-100 ID Average

7.94FPR@95Hopfield Boosting
4.763226.206647.6569.0934Sep 23, 2023Feb 14, 2024Jul 7, 2024Nov 29, 2024Apr 22, 2025Sep 13, 2025Feb 5, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Hopfield BoostingBackbone=ResNet-182024.057.9498.11
DOSBackbone=ResNet-182024.0511.2497.34
POEMBackbone=ResNet-182024.0511.7697.34
DALBackbone=ResNet-182024.0513.8196.7
EBO-OEBackbone=ResNet-182024.0514.8696.23
MSP-OEBackbone=ResNet-182024.0518.1995.62
DivOEBackbone=ResNet-182024.0519.9495.33
DOEBackbone=ResNet-182024.0520.9694.65
MixOEBackbone=ResNet-182024.0527.5594.51
APEXBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0229.3292.91
APMBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0230.192.6
NPOSBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0232.0189.84
PALMBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0233.4192.47
DMPLBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0235.9390.62
DREAM-OOD2023.0940.3190.15
NPOS2023.0946.6885.9
CIDERBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0246.9787.21
kNN+Backbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0260.2286.14
VOSBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0264.1883.95
GODIN2023.0965.7286.32
SSD+Backbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0267.1685.91
CSIBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0267.4884.83
ViM2023.0967.9882.81
Mahalanobis2023.0968.4580.92
EnergyBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0270.7282.55
VOS2023.0973.9879.48
KNN2023.0974.2579.51
ODIN2023.0974.3176.9
ReAct2023.0977.4678.86
ODINBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0278.778.91
MSP2023.0980.1576.45
Energy2023.0980.1977.07
VimBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0281.1374.62
DICE2023.0983.5376.15
MSPBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.0283.5774.62
GAN2023.0987.3669.21