Continual Image Classification on ImageNet-1000 10 steps
90.6Top-5 Acc (Last)Transf. joint
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Transf. jointParameters (M)=11.352021.11 | 90.6 | — | 73.58 | — | |
| ResNet18 jointParameters (M)=11.682021.11 | 89.27 | — | — | — | |
| DyTox+ globalMemParameters (M)=11.362021.11 | 87.07 | 73.21 | 64.56 | 91.09 | |
| DyTox+ distMemParameters (M)=11.362021.11 | 85.25 | 70.88 | 60 | 90.53 | |
| DyToxParameters (M)=11.362021.11 | 84.49 | 71.29 | 63.34 | 88.59 | |
| DyTox#P=11.36M2021.11 | 84.49 | 71.29 | 63.34 | 88.59 | |
| DyTox globalMemParameters (M)=11.362021.11 | 82.93 | 68.14 | 59.75 | 87.03 | |
| DER w/o PParameters (M)=116.892021.11 | 82.86 | 68.84 | 60.16 | 88.17 | |
| DER w/o P#P=116.89M2021.11 | 82.86 | 68.84 | 60.16 | 88.17 | |
| DER+2021.11 | 81.89 | 66.73 | 58.62 | 87.08 | |
| DER†2021.11 | 81.89 | 66.73 | 58.62 | 87.08 | |
| WAParameters (M)=11.682021.11 | 81.1 | 65.67 | 55.6 | 86.6 | |
| WA#P=11.68M2021.11 | 81.1 | 65.67 | 55.6 | 86.6 | |
| Simple-DERParameters (M)=28.002021.11 | 80.76 | 66.63 | 59.24 | 85.62 | |
| Simple-DER#P=28.00M2021.11 | 80.76 | 66.63 | 59.24 | 85.62 | |
| BiCParameters (M)=11.682021.11 | 73.2 | — | — | 84 | |
| BiC#P=11.68M2021.11 | 73.2 | — | — | 84 | |
| E2EParameters (M)=11.682021.11 | 52.29 | — | — | 72.09 | |
| E2E#P=11.68M2021.11 | 52.29 | — | — | 72.09 | |
| iCaRLParameters (M)=11.682021.11 | 44 | 38.4 | 22.7 | 63.7 | |
| iCaRL#P=11.68M2021.11 | 44 | 38.4 | 22.7 | 63.7 | |
| ResNet18 joint#P=11.68M2021.11 | — | — | — | 89.27 | |
| Transf. joint#P=11.35M2021.11 | — | — | 73.58 | 90.6 |