Incremental Learning on CIFAR100 10 steps
80.41Final Step PerformanceResNet18 Joint
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ResNet18 Joint#P=11.222021.11 | 80.41 | — | |
| ResNet18 Joint#P=11.222021.11 | 80.41 | — | |
| GIFT2025.03 | 77.7 | 85.11 | |
| Transf. Joint#P=10.722021.11 | 76.12 | — | |
| Transf. Joint#P=10.722021.11 | 76.12 | — | |
| ZSCLBackbone=CLIP2025.03 | 73.65 | 82.15 | |
| iCaRLBackbone=CLIP2025.03 | 70.97 | 79.35 | |
| LwF-VRBackbone=CLIP2025.03 | 70.75 | 78.81 | |
| CLIP Zero-shotBackbone=CLIP2025.03 | 65.92 | 74.47 | |
| DER w/o P#P=112.272021.11 | 65.22 | 75.36 | |
| DER w/o P#P=112.272021.11 | 65.22 | 75.36 | |
| DER+status=with parameters2021.11 | 64.35 | 74.64 | |
| DER+2021.11 | 64.35 | 74.64 | |
| DER2025.03 | 64.35 | 74.64 | |
| DyTox+ distMem#P=10.73, Memory Type=Distributed2021.11 | 62.34 | 74.1 | |
| DyTox+2025.03 | 62.34 | 74.1 | |
| DyTox+#P=10.732021.11 | 62.06 | 75.54 | |
| DyTox+#P=10.732021.11 | 62.06 | 75.54 | |
| DyTox#P=10.732021.11 | 60.67 | 73.66 | |
| DyTox#P=10.732021.11 | 60.67 | 73.66 | |
| DyTox distMem#P=10.73, Memory Type=Distributed2021.11 | 57.76 | 71.5 | |
| RPSNet#P=56.52021.11 | 57.05 | 68.6 | |
| RPSNet#P=56.52021.11 | 57.05 | 68.6 | |
| RPSNet2025.03 | 57.05 | 68.6 | |
| WA#P=11.222021.11 | 53.78 | 69.46 | |
| WA#P=11.222021.11 | 53.78 | 69.46 | |
| BiC#P=11.222021.11 | 53.54 | 68.8 | |
| BiC#P=11.222021.11 | 53.54 | 68.8 | |
| BiC2025.03 | 53.54 | 68.8 | |
| CLIP Fine-tuneBackbone=CLIP2025.03 | 53.23 | 65.46 | |
| iCaRL#P=11.222021.11 | 50.74 | 65.27 | |
| iCaRL#P=11.222021.11 | 50.74 | 65.27 | |
| LwFBackbone=CLIP2025.03 | 48.04 | 65.86 | |
| UCIR#P=11.222021.11 | 43.39 | 58.66 | |
| UCIR#P=11.222021.11 | 43.39 | 58.66 | |
| UCIR2025.03 | 43.39 | 58.66 | |
| PODNet#P=11.222021.11 | 41.05 | 58.03 | |
| PODNet#P=11.222021.11 | 41.05 | 58.03 | |
| PODNet2025.03 | 41.05 | 58.03 |