Online Continual Learning on CIFAR10
5.73Average ForgettingOnPro + S6MOD
Evaluation Results
| Method | Links | |
|---|---|---|
| OnPro + S6MODMemory Size M=1000, Backbone=ResNet-182024.12 | 5.73 | |
| OnPro + S6MODMemory Size M=500, Backbone=ResNet-182024.12 | 7.13 | |
| OCM-CCLDCMemory Size M=1000, Backbone=ResNet-182024.12 | 9.18 | |
| OCM + S6MODMemory Size M=1000, Backbone=ResNet-182024.12 | 9.68 | |
| OCM-CCLDC + S6MODMemory Size M=1000, Backbone=ResNet-182024.12 | 11.28 | |
| OnPro-CCLDC + S6MODMemory Size M=1000, Backbone=ResNet-182024.12 | 11.51 | |
| OCM-CCLDCMemory Size M=500, Backbone=ResNet-182024.12 | 11.59 | |
| OCMMemory Size M=1000, Backbone=ResNet-182024.12 | 11.63 | |
| OCM + S6MODMemory Size M=500, Backbone=ResNet-182024.12 | 13.58 | |
| OCMMemory Size M=500, Backbone=ResNet-182024.12 | 13.68 | |
| OnProMemory Size M=1000, Backbone=ResNet-182024.12 | 14.2 | |
| OnPro-CCLDCMemory Size M=1000, Backbone=ResNet-182024.12 | 14.62 | |
| OCM-CCLDC + S6MODMemory Size M=500, Backbone=ResNet-182024.12 | 15.81 | |
| ER + S6MODMemory Size M=1000, Backbone=ResNet-18, Batch size (input)=10, Batch size (buffer)=642024.12 | 16.71 | |
| OnPro-CCLDC + S6MODMemory Size M=500, Backbone=ResNet-182024.12 | 17.23 | |
| MOSE + S6MODMemory Size M=1000, Backbone=ResNet-182024.12 | 17.92 | |
| OnProMemory Size M=500, Backbone=ResNet-182024.12 | 17.94 | |
| MOE-MOSE + S6MODMemory Size M=1000, Backbone=ResNet-182024.12 | 17.98 | |
| MOE-MOSEMemory Size M=1000, Backbone=ResNet-182024.12 | 19.24 | |
| OnPro-CCLDCMemory Size M=500, Backbone=ResNet-182024.12 | 19.89 | |
| MOSEMemory Size M=1000, Backbone=ResNet-182024.12 | 20.27 | |
| ERMemory Size M=1000, Backbone=ResNet-18, Batch size (input)=10, Batch size (buffer)=642024.12 | 20.94 | |
| MOSE + S6MODMemory Size M=500, Backbone=ResNet-182024.12 | 27.38 | |
| MOE-MOSE + S6MODMemory Size M=500, Backbone=ResNet-182024.12 | 28.13 | |
| MOE-MOSEMemory Size M=500, Backbone=ResNet-182024.12 | 29.39 | |
| MOSEMemory Size M=500, Backbone=ResNet-182024.12 | 30.36 | |
| ER + S6MODMemory Size M=500, Backbone=ResNet-18, Batch size (input)=10, Batch size (buffer)=642024.12 | 31.25 | |
| ERMemory Size M=500, Backbone=ResNet-18, Batch size (input)=10, Batch size (buffer)=642024.12 | 33.16 |