Lifelong Object Recognition on OpenLORIS-Object (12-task stream)
90.62Mean AccuracyBiMU
Evaluation Results
| Method | Links | |
|---|---|---|
| BiMUFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 90.62 | |
| BayesBiNNFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 89.37 | |
| BiMUFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 89.19 | |
| EWC OnlineFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 88.23 | |
| SIFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 88.04 | |
| SGDFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 88.04 | |
| Syn. Meta.Features=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 88.03 | |
| MESUFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 87.84 | |
| EWC OnlineFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 87.18 | |
| MESUFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 87.01 | |
| BayesBiNNFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 86.93 | |
| Syn. Meta.Features=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 86.72 | |
| SIFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 86.44 | |
| SGDFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 86.27 | |
| STEFeatures=25,088, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 83.79 | |
| MESUFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 80.82 | |
| STEFeatures=8,192, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 79.12 | |
| EWC OnlineFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 75.72 | |
| BiMUFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 73.61 | |
| BayesBiNNFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 72.01 | |
| SIFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 70.75 | |
| Syn. Meta.Features=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 62.82 | |
| SGDFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Real-valued2026.05 | 62.31 | |
| STEFeatures=1,024, Backbone=Frozen VGG19, Evaluation Protocol=Online linear head, Network Weight Type=Binary2026.05 | 52.88 |