Task-incremental learning on Tiny-ImageNet 20 tasks
67.95Average AccuracySNV
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.12026.05 | 67.95 | — | 57 | 0 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.52026.05 | 67.25 | — | 53 | 0 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.32026.05 | 66.94 | — | 55 | 0 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.052026.05 | 66.71 | — | 50 | 0 | |
| SNVMemory usage type=Memory-free, Capacity parameter (c)=0.032026.05 | 63.78 | — | 48 | 0 | |
| DRCLBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 61.3 | — | — | — | |
| Multi-taskBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 60.5 | — | — | — | |
| UPGDBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 59.7 | — | — | — | |
| SGPBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 59.4 | — | — | — | |
| DyToxMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 59.3 | 4.75 | 57 | — | |
| DyToxMemory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 59.3 | — | 57 | 4.75 | |
| DER++Memory type=Memory-based, Buffer size=200 exemplars2025.03 | 59 | 4.85 | 37 | — | |
| DER++Memory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 59 | — | 37 | 4.85 | |
| BANBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 58.5 | — | — | — | |
| WSNBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 58.5 | — | — | — | |
| MEMOMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 58.4 | 3.9 | 63 | — | |
| SB-MCLBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 58.2 | — | — | — | |
| POCLBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 58.2 | — | — | — | |
| iCaRLMemory type=Memory-based, Buffer size=200 exemplars2025.03 | 58.1 | 7.85 | 35 | — | |
| iCaRLMemory usage type=Memory-based, Buffer size=200 exemplars2026.05 | 58.1 | — | 35 | 7.85 | |
| IBPCLBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 57.1 | — | — | — | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.052026.05 | 57.05 | — | 37 | 0 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.32026.05 | 56.35 | — | 37 | 0 | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.12026.05 | 55.58 | — | 36 | 0 | |
| Upper boundModel Inversion=false, Backbone=ResNet-32, Number of runs=52026.05 | 55.25 | — | — | — | |
| UCLBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 55.2 | — | — | — | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.032026.05 | 54.9 | — | 35 | 0 | |
| HATBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 53.2 | — | — | — | |
| WSNMemory type=Memory-free, Buffer size=02025.03 | 52.41 | 0 | 55 | — | |
| WSNMemory usage type=Memory-free, Capacity parameter (c)=0.52026.05 | 52.41 | — | 55 | 0 | |
| NFL+Memory type=Memory-free, Buffer size=02025.03 | 49.85 | 1.35 | 61 | — | |
| NFL+Memory usage type=Memory-free2026.05 | 49.85 | — | 61 | 1.35 | |
| TAGBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 49.6 | — | — | — | |
| DCNetMemory type=Memory-free, Buffer size=02025.03 | 46.2 | 3.75 | 54 | — | |
| DCNetMemory usage type=Memory-free2026.05 | 46.2 | — | 54 | 3.75 | |
| NISPAMemory type=Memory-free, Buffer size=02025.03 | 45.2 | 8.1 | 51 | — | |
| NISPAMemory usage type=Memory-free2026.05 | 45.2 | — | 51 | 8.1 | |
| EWCBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 42.9 | — | — | — | |
| A-GEMBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 42.7 | — | — | — | |
| BaselineBackbone=AlexNet, Task Setting=Disjoint, Number of runs=32026.04 | 42.2 | — | — | — | |
| LwFMemory type=Memory-free, Buffer size=02025.03 | 41.37 | 46.18 | 37 | — | |
| LwFMemory usage type=Memory-free2026.05 | 41.37 | — | 37 | 46.18 | |
| SpaceNetMemory type=Memory-free, Buffer size=02025.03 | 40.25 | 20.7 | 39 | — | |
| SpaceNetMemory usage type=Memory-free2026.05 | 40.25 | — | 39 | 20.7 | |
| SIMemory type=Memory-free, Buffer size=02025.03 | 40.12 | 57.64 | 43 | — | |
| SIMemory usage type=Memory-free2026.05 | 40.12 | — | 43 | 57.64 | |
| NFLMemory type=Memory-free, Buffer size=02025.03 | 38.92 | 18.21 | 47 | — | |
| EWCMemory type=Memory-free, Buffer size=02025.03 | 35.74 | 47.32 | 40 | — | |
| EWCMemory usage type=Memory-free2026.05 | 35.74 | — | 40 | 47.32 | |
| REMIXModel Inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | 27.11 | — | — | — | |
| PMIModel Inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | 25.67 | — | — | — | |
| PMI w/o CFSModel Inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | 25.51 | — | — | — | |
| R-DFCILModel Inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | 24.85 | — | — | — | |
| ABDModel Inversion=true, Backbone=ResNet-32, Number of runs=52026.05 | 14.61 | — | — | — | |
| A-GEMBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -9.8 | — | — | |
| BANBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -4.7 | — | — | |
| EWCBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -7.6 | — | — | |
| IBPCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -8.6 | — | — | |
| Ours (DRCL)Backbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -2.5 | — | — | |
| POCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -5.8 | — | — | |
| SB-MCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -4.8 | — | — | |
| SGPBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -3.6 | — | — | |
| TAGBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -1.4 | — | — | |
| UCLBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -7.7 | — | — | |
| UPGDBackbone=AlexNet, Incremental setting=task-incremental, Task protocol=disjoint2026.04 | — | -3.7 | — | — |