Task-Incremental Learning on CIFAR-100 (10 tasks)
45.78Backward TransferSI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SIMemory type=Memory-free, Buffer size=02025.03 | 45.78 | 51.13 | 47 | |
| SIMemory usage type=Memory-free2026.05 | 45.78 | 51.13 | 47 | |
| LwFMemory type=Memory-free, Buffer size=02025.03 | 39.69 | 52.86 | 45 | |
| LwFMemory usage type=Memory-free2026.05 | 39.69 | 52.86 | 45 | |
| EWCMemory type=Memory-free, Buffer size=02025.03 | 31.64 | 50.59 | 44 | |
| EWCMemory usage type=Memory-free2026.05 | 31.64 | 50.59 | 44 | |
| SpaceNetMemory type=Memory-free, Buffer size=02025.03 | 12.4 | 54.15 | 48 | |
| SpaceNetMemory usage type=Memory-free2026.05 | 12.4 | 54.15 | 48 | |
| NFLMemory type=Memory-free, Buffer size=02025.03 | 9.22 | 58.42 | 58 | |
| DER++Memory type=Memory-based, Buffer size=200 exemplars2025.03 | 6.5 | 70.6 | 40 | |
| DER++Memory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 6.5 | 70.6 | 40 | |
| iCaRLMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 5.35 | 70.1 | 43 | |
| iCaRLMemory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 5.35 | 70.1 | 43 | |
| DyToxMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 3.5 | 73.8 | 69 | |
| DyToxMemory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 3.5 | 73.8 | 69 | |
| NISPAMemory type=Memory-free, Buffer size=02025.03 | 3.48 | 62.35 | 62 | |
| NISPAMemory usage type=Memory-free2026.05 | 3.48 | 62.35 | 62 | |
| MEMOMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 2.65 | 73 | 74 | |
| DCNetMemory type=Memory-free, Buffer size=02025.03 | 1.68 | 66.8 | 66 | |
| DCNetMemory usage type=Memory-free2026.05 | 1.68 | 66.8 | 66 | |
| NFL+Memory type=Memory-free, Buffer size=02025.03 | 0.35 | 70.68 | 72 | |
| NFL+Memory usage type=Memory-free2026.05 | 0.35 | 70.68 | 72 | |
| WSNMemory type=Memory-free, Buffer size=02025.03 | 0 | 64 | 66 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.032026.05 | 0 | 71.74 | 52 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.052026.05 | 0 | 74.52 | 54 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.12026.05 | 0 | 76.19 | 62 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.32026.05 | 0 | 77.89 | 58 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.52026.05 | 0 | 79.76 | 60 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.032026.05 | 0 | 59.65 | 38 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.052026.05 | 0 | 60.19 | 39 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.12026.05 | 0 | 61.22 | 41 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.32026.05 | 0 | 63.15 | 42 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.52026.05 | 0 | 64 | 66 | |
| TAGBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | -1.2 | — | — | |
| Ours (DRCL)Backbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | -2.8 | — | — | |
| UPGDBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | -3.1 | — | — | |
| BANBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | -3.3 | — | — | |
| SB-MCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | -3.8 | — | — | |
| SGPBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | -4.2 | — | — | |
| POCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | -4.5 | — | — | |
| IBPCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | -6.4 | — | — | |
| EWCBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | -6.8 | — | — | |
| UCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | -7.2 | — | — | |
| A-GEMBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | -10.5 | — | — |