Task-incremental learning on ImageNet 100 tasks
63.9Average AccuracyMulti-task
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Multi-taskBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 63.9 | — | |
| DRCLBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 60.4 | — | |
| UPGDBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 58.2 | — | |
| SGPBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 57.8 | — | |
| POCLBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 56.7 | — | |
| SB-MCLBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 56.5 | — | |
| BANBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 56 | — | |
| IBPCLBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 54.8 | — | |
| WSNBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 53.2 | — | |
| HATBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 47.6 | — | |
| TAGBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 45.8 | — | |
| UCLBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 40 | — | |
| A-GEMBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 35.2 | — | |
| BaselineBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 34.7 | — | |
| EWCBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 29.6 | — | |
| A-GEMBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -14.2 | |
| BANBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -3.5 | |
| EWCBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -17.4 | |
| IBPCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -7.9 | |
| Ours (DRCL)Backbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -1.7 | |
| POCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -4.1 | |
| SB-MCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -3.9 | |
| SGPBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -2.4 | |
| TAGBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -2 | |
| UCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -11.6 | |
| UPGDBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -2.7 |