Continual Image Classification on ImageNet-100 (10 steps)
95.1Top-5 Accuracy (Last)ResNet18 joint
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ResNet18 jointParameters (M)=11.222021.11 | 95.1 | — | — | — | |
| Transf. jointParameters (M)=11.002021.11 | 93.48 | — | 79.12 | — | |
| DyTox+ distMemParameters (M)=11.012021.11 | 89.42 | 77.15 | 67.7 | 93.17 | |
| DyTox+Parameters (M)=11.012021.11 | 88.82 | 79.22 | 69.06 | 93.72 | |
| DyTox+ globalMemParameters (M)=11.012021.11 | 88.78 | 77.62 | 65.94 | 93.15 | |
| DER+2021.11 | 88.38 | 76.12 | 66.06 | 92.79 | |
| DER†2021.11 | 88.38 | 76.12 | 66.06 | 92.79 | |
| DyToxParameters (M)=11.012021.11 | 87.98 | 77.15 | 69.1 | 92.04 | |
| DyTox#P=11.01M2021.11 | 87.98 | 77.15 | 69.1 | 92.04 | |
| DER w/o PParameters (M)=112.272021.11 | 87.52 | 77.18 | 66.7 | 93.23 | |
| DER w/o P#P=112.27M2021.11 | 87.52 | 77.18 | 66.7 | 93.23 | |
| DyTox distMemParameters (M)=11.012021.11 | 85.6 | 73.96 | 62.2 | 91.29 | |
| BiCParameters (M)=11.222021.11 | 84.4 | — | — | 90.6 | |
| BiC#P=11.22M2021.11 | 84.4 | — | — | 90.6 | |
| WAParameters (M)=11.222021.11 | 84.1 | — | — | 91 | |
| WA#P=11.22M2021.11 | 84.1 | — | — | 91 | |
| DyTox globalMemParameters (M)=11.012021.11 | 83.52 | 71.85 | 57.94 | 90.72 | |
| E2EParameters (M)=11.222021.11 | 80.29 | — | — | 89.92 | |
| E2E#P=11.22M2021.11 | 80.29 | — | — | 89.92 | |
| RPSNet2021.11 | 74 | — | — | 87.9 | |
| RPSNet2021.11 | 74 | — | — | 87.9 | |
| iCaRLParameters (M)=11.222021.11 | 63.8 | — | — | 83.6 | |
| iCaRL#P=11.22M2021.11 | 63.8 | — | — | 83.6 | |
| ResNet18 joint#P=11.22M2021.11 | — | — | — | 95.1 | |
| Transf. joint#P=11.00M2021.11 | — | — | 79.12 | 93.48 |