Task-incremental learning on EMNIST 20 tasks
1.9Backward TransferOurs (DRCL)
Evaluation results
| Method | Links | |
|---|---|---|
| Ours (DRCL)Backbone=AlexNet, Incremental setting=task-incremental, Task protocol=joint2026.04 | 1.9 | |
| UCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=joint2026.04 | 1.8 | |
| BANBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=joint2026.04 | 1.4 | |
| UPGDBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=joint2026.04 | 0.9 | |
| SGPBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=joint2026.04 | 0.8 | |
| SB-MCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=joint2026.04 | 0.7 | |
| POCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=joint2026.04 | 0.7 | |
| A-GEMBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=joint2026.04 | 0.6 | |
| EWCBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=joint2026.04 | 0.3 | |
| IBPCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=joint2026.04 | 0.3 | |
| TAGBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=joint2026.04 | 0.1 |