Incremental Learning on CIFAR100 50 steps
81.74Last AccuracyResNet18 Joint
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ResNet18 Joint#P=11.222021.11 | 81.74 | — | |
| ResNet18 Joint#P=11.222021.11 | 81.74 | — | |
| Transf. Joint#P=10.722021.11 | 76.12 | — | |
| Transf. Joint#P=10.722021.11 | 76.12 | — | |
| GIFT2025.03 | 71.29 | 80.81 | |
| ZSCLBackbone=CLIP2025.03 | 67.36 | 79.92 | |
| CLIP Zero-shotBackbone=CLIP2025.03 | 65.94 | 75.67 | |
| DER+2021.11 | 59.76 | 72.05 | |
| DER+2021.11 | 59.76 | 72.05 | |
| DER2025.03 | 59.76 | 72.05 | |
| LwF-VRBackbone=CLIP2025.03 | 59.45 | 71.02 | |
| DER w/o P#P=561.392021.11 | 59.08 | 72.41 | |
| DER w/o P#P=561.392021.11 | 59.08 | 72.41 | |
| iCaRLBackbone=CLIP2025.03 | 59.07 | 71.28 | |
| DyTox+#P=10.772021.11 | 57.09 | 74.35 | |
| DyTox+#P=10.772021.11 | 57.09 | 74.35 | |
| DyTox#P=10.772021.11 | 52.34 | 70.2 | |
| DyTox#P=10.772021.11 | 52.34 | 70.2 | |
| DyTox+ distMem#P=10.77, Memory Type=Distributed2021.11 | 51.09 | 68.9 | |
| DyTox+2025.03 | 51.09 | 68.9 | |
| DyTox distMem#P=10.77, Memory Type=Distributed2021.11 | 45.61 | 64.82 | |
| WA#P=11.222021.11 | 42.14 | 64.32 | |
| WA#P=11.222021.11 | 42.14 | 64.32 | |
| BiC#P=11.222021.11 | 41.04 | 62.09 | |
| BiC#P=11.222021.11 | 41.04 | 62.09 | |
| BiC2025.03 | 41.04 | 62.09 | |
| UCIR#P=11.222021.11 | 37.09 | 56.86 | |
| UCIR#P=11.222021.11 | 37.09 | 56.86 | |
| UCIR2025.03 | 37.09 | 56.86 | |
| iCaRL#P=11.222021.11 | 36.62 | 56.08 | |
| iCaRL#P=11.222021.11 | 36.62 | 56.08 | |
| PODNet#P=11.222021.11 | 32.99 | 51.19 | |
| PODNet#P=11.222021.11 | 32.99 | 51.19 | |
| PODNet2025.03 | 32.99 | 51.19 | |
| LwFBackbone=CLIP2025.03 | 32.9 | 47.69 | |
| CLIP Fine-tuneBackbone=CLIP2025.03 | 18.89 | 39.23 |