Online Continual Learning on Tiny-ImageNet (Average Forgetting Metric)
11.55Average ForgettingOCM-CCLDC + S6MOD
Evaluation Results
| Method | Links | |
|---|---|---|
| OCM-CCLDC + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 11.55 | |
| OnPro-CCLDC + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 12.23 | |
| MOE-MOSEMemory Size M=10000, Backbone=ResNet-182024.12 | 13.94 | |
| OCM + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 14.66 | |
| OCM-CCLDC + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 14.89 | |
| MOE-MOSE + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 14.91 | |
| MOSEMemory Size M=10000, Backbone=ResNet-182024.12 | 15.51 | |
| OCM-CCLDCMemory Size M=10000, Backbone=ResNet-182024.12 | 15.56 | |
| OCMMemory Size M=10000, Backbone=ResNet-182024.12 | 15.92 | |
| OnPro-CCLDCMemory Size M=10000, Backbone=ResNet-182024.12 | 16.17 | |
| OnPro-CCLDC + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 16.69 | |
| OnPro + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 16.82 | |
| OnPro + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 18.15 | |
| OCM + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 19.12 | |
| OCMMemory Size M=5000, Backbone=ResNet-182024.12 | 19.74 | |
| OCM-CCLDCMemory Size M=5000, Backbone=ResNet-182024.12 | 19.99 | |
| MOSE + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 20.15 | |
| OnProMemory Size M=10000, Backbone=ResNet-182024.12 | 20.32 | |
| OnPro-CCLDCMemory Size M=5000, Backbone=ResNet-182024.12 | 20.85 | |
| OnPro + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 20.92 | |
| MOE-MOSE + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 21.39 | |
| MOE-MOSEMemory Size M=5000, Backbone=ResNet-182024.12 | 22.22 | |
| OnProMemory Size M=5000, Backbone=ResNet-182024.12 | 23.52 | |
| OCM + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 24.23 | |
| MOSE + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 24.39 | |
| MOSEMemory Size M=5000, Backbone=ResNet-182024.12 | 24.96 | |
| OCM-CCLDC + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 25.29 | |
| OCMMemory Size M=2000, Backbone=ResNet-182024.12 | 26.12 | |
| OCM-CCLDCMemory Size M=2000, Backbone=ResNet-182024.12 | 26.16 | |
| OnPro-CCLDC + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 26.73 | |
| OnProMemory Size M=2000, Backbone=ResNet-182024.12 | 28.01 | |
| OnPro-CCLDCMemory Size M=2000, Backbone=ResNet-182024.12 | 28.21 | |
| ER + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 37.62 | |
| ERMemory Size M=10000, Backbone=ResNet-182024.12 | 40.77 | |
| MOE-MOSE + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 41.26 | |
| MOE-MOSEMemory Size M=2000, Backbone=ResNet-182024.12 | 41.98 | |
| ER + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 45.83 | |
| MOSE + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 46.6 | |
| ERMemory Size M=5000, Backbone=ResNet-182024.12 | 46.87 | |
| MOSEMemory Size M=2000, Backbone=ResNet-182024.12 | 47.16 | |
| ER + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 58.03 | |
| ERMemory Size M=2000, Backbone=ResNet-182024.12 | 58.38 |