Out-of-Distribution Detection on OpenLORIS-Object (held-out toy class)
1Aleatoric AUCMESU
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MESUFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 1 | 0.98 | |
| EWC OnlineFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 1 | — | |
| SIFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 1 | — | |
| SGDFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 1 | — | |
| BiMUFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.99 | 1 | |
| BayesBiNNFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.99 | 1 | |
| EWC OnlineFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 0.97 | — | |
| BiMUFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.96 | 1 | |
| SIFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 0.95 | — | |
| BiMUFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.93 | 0.9 | |
| BayesBiNNFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.93 | 1 | |
| BayesBiNNFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.92 | 0.9 | |
| MESUFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 0.9 | 0.99 | |
| MESUFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 0.83 | 0.86 | |
| SIFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 0.83 | — | |
| SGDFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 0.83 | — | |
| EWC OnlineFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 0.79 | — | |
| STEFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.73 | — | |
| Syn. Meta.Features=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.72 | — | |
| Syn. Meta.Features=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.63 | — | |
| STEFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.61 | — | |
| Syn. Meta.Features=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.55 | — | |
| STEFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 0.55 | — | |
| SGDFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 0.5 | — |