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ResearchFormerly WizWand

Out-of-Distribution Detection on OpenLORIS-Object (held-out toy class)

1Aleatoric AUCMESU
0.480.6150.750.885May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MESUFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.0510.98
EWC OnlineFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.051—
SIFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.051—
SGDFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.051—
BiMUFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.991
BayesBiNNFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.991
EWC OnlineFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.050.97—
BiMUFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.961
SIFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.050.95—
BiMUFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.930.9
BayesBiNNFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.931
BayesBiNNFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.920.9
MESUFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.050.90.99
MESUFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.050.830.86
SIFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.050.83—
SGDFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.050.83—
EWC OnlineFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.050.79—
STEFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.73—
Syn. Meta.Features=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.72—
Syn. Meta.Features=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.63—
STEFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.61—
Syn. Meta.Features=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.55—
STEFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.050.55—
SGDFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.050.5—