Online Continual Learning on Tiny-ImageNet (test)
40.11Avg AccuracyMOE-MOSE + S6MOD
Evaluation Results
| Method | Links | |
|---|---|---|
| MOE-MOSE + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 40.11 | |
| OCM-CCLDC + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 39.53 | |
| OCM-CCLDCMemory Size M=10000, Backbone=ResNet-182024.12 | 39.25 | |
| MOSEMemory Size M=10000, Backbone=ResNet-182024.12 | 38.71 | |
| OnPro-CCLDC + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 38.51 | |
| MOE-MOSEMemory Size M=10000, Backbone=ResNet-182024.12 | 38.41 | |
| OnPro-CCLDCMemory Size M=10000, Backbone=ResNet-182024.12 | 38.18 | |
| MOSE + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 38.18 | |
| OCM-CCLDC + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 33.59 | |
| MOE-MOSE + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 33.53 | |
| OnPro-CCLDC + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 33.29 | |
| OCM-CCLDCMemory Size M=5000, Backbone=ResNet-182024.12 | 33.17 | |
| MOE-MOSEMemory Size M=5000, Backbone=ResNet-182024.12 | 32.52 | |
| OCM + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 32.31 | |
| MOSE + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 32.03 | |
| OnPro-CCLDCMemory Size M=5000, Backbone=ResNet-182024.12 | 32 | |
| OCMMemory Size M=10000, Backbone=ResNet-182024.12 | 31.94 | |
| MOSEMemory Size M=5000, Backbone=ResNet-182024.12 | 30.98 | |
| OnPro + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 29.2 | |
| OCM + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 27.2 | |
| OCMMemory Size M=5000, Backbone=ResNet-182024.12 | 26.74 | |
| OnProMemory Size M=10000, Backbone=ResNet-182024.12 | 26.38 | |
| OnPro + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 25.62 | |
| ER + S6MODMemory Size M=10000, Backbone=ResNet-182024.12 | 25.62 | |
| ERMemory Size M=10000, Backbone=ResNet-182024.12 | 24.71 | |
| OCM-CCLDC + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 23.68 | |
| OCM-CCLDCMemory Size M=2000, Backbone=ResNet-182024.12 | 23.36 | |
| OnPro-CCLDC + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 22.03 | |
| OnPro-CCLDCMemory Size M=2000, Backbone=ResNet-182024.12 | 21.81 | |
| OnProMemory Size M=5000, Backbone=ResNet-182024.12 | 21.13 | |
| MOE-MOSE + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 21.03 | |
| MOE-MOSEMemory Size M=2000, Backbone=ResNet-182024.12 | 20.61 | |
| ER + S6MODMemory Size M=5000, Backbone=ResNet-182024.12 | 19.67 | |
| ERMemory Size M=5000, Backbone=ResNet-182024.12 | 19.16 | |
| OCM + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 19.12 | |
| MOSE + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 19.03 | |
| OCMMemory Size M=2000, Backbone=ResNet-182024.12 | 18.36 | |
| MOSEMemory Size M=2000, Backbone=ResNet-182024.12 | 18.23 | |
| OnPro + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 17.27 | |
| OnProMemory Size M=2000, Backbone=ResNet-182024.12 | 14.32 | |
| ER + S6MODMemory Size M=2000, Backbone=ResNet-182024.12 | 10.94 | |
| ERMemory Size M=2000, Backbone=ResNet-182024.12 | 10.82 |