Class Incremental Learning on CIFAR100 (test)
78.45Avg AccTagFex
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TagFexIncremental Setting=10-102025.03 | 78.45 | — | — | — | — | — | — | 68.23 | — | |
| TagFex-PIncremental Setting=10-102025.03 | 78.02 | — | — | — | — | — | — | 67.34 | — | |
| OracleBackbone=ResNet-182021.07 | 77.03 | — | — | — | — | — | — | — | — | |
| TagFexIncremental Setting=50-102025.03 | 75.87 | — | — | — | — | — | — | 70.33 | — | |
| DERIncremental Setting=10-102025.03 | 75.36 | — | — | — | — | — | — | 64.35 | — | |
| TagFex-PIncremental Setting=50-102025.03 | 74.24 | — | — | — | — | — | — | 69.26 | — | |
| DERIncremental Setting=50-102025.03 | 72.6 | — | — | — | — | — | — | 65.27 | — | |
| D³FormerNumber of tasks (N)=5, Backbone=Transformer2022.07 | 72.23 | — | — | — | — | — | 12.09 | 66.24 | — | |
| GRACEProtocol=BASE 0 INC 10, #P (M)=2.302026.03 | 71.44 | — | — | — | — | — | — | 60.8 | — | |
| D³Former-NCMNumber of tasks (N)=5, Backbone=Transformer, Classifier=NCM2022.07 | 71.38 | — | — | — | — | — | 16.52 | 64.26 | — | |
| DERProtocol=BASE 0 INC 10, #P (M)=4.602026.03 | 71.23 | — | — | — | — | — | — | 60.47 | — | |
| D³FormerNumber of tasks (N)=10, Backbone=Transformer2022.07 | 70.94 | — | — | — | — | — | 16.12 | 63.1 | — | |
| DyToxNumber of tasks (N)=5, Backbone=Transformer, reproduced=true2022.07 | 70.28 | — | — | — | — | — | 24.54 | 63.02 | — | |
| STD with BicNumber of tasks=2, Backbone=ResNet-182021.07 | 69.96 | — | — | — | — | — | — | — | — | |
| GRACEProtocol=BASE 0 INC 5, #P (M)=4.602026.03 | 69.81 | — | — | — | — | — | — | 57.39 | — | |
| S&B with WANumber of tasks=2, Backbone=ResNet-182021.07 | 69.6 | — | — | — | — | — | — | — | — | |
| BEEFProtocol=BASE 0 INC 10, #P (M)=4.602026.03 | 69.59 | — | — | — | — | — | — | 56.86 | — | |
| D³Former-NCMNumber of tasks (N)=10, Backbone=Transformer, Classifier=NCM2022.07 | 69.35 | — | — | — | — | — | 19.36 | 61.46 | — | |
| DERProtocol=BASE 0 INC 5, #P (M)=9.202026.03 | 69.31 | — | — | — | — | — | — | 56.89 | — | |
| STD with WANumber of tasks=2, Backbone=ResNet-182021.07 | 69.28 | — | — | — | — | — | — | — | — | |
| MEMOProtocol=BASE 0 INC 10, #P (M)=3.622026.03 | 68.99 | — | — | — | — | — | — | 56.86 | — | |
| GRACEProtocol=BASE 50 INC 10, #P (M)=1.842026.03 | 68.85 | — | — | — | — | — | — | 62.55 | — | |
| DD with WANumber of tasks=2, Backbone=ResNet-182021.07 | 68.84 | — | — | — | — | — | — | — | — | |
| D³FormerNumber of tasks (N)=25, Backbone=Transformer2022.07 | 68.68 | — | — | — | — | — | 21.23 | 59.79 | — | |
| DERProtocol=BASE 50 INC 10, #P (M)=2.762026.03 | 68.68 | — | — | — | — | — | — | 62.17 | — | |
| S&B with WANumber of tasks=5, Backbone=ResNet-182021.07 | 68.62 | — | — | — | — | — | — | — | — | |
| STD with iCaRLNumber of tasks=2, Backbone=ResNet-182021.07 | 68.14 | — | — | — | — | — | — | — | — | |
| DD with WANumber of tasks=5, Backbone=ResNet-182021.07 | 67.68 | — | — | — | — | — | — | — | — | |
| STD with WANumber of tasks=5, Backbone=ResNet-182021.07 | 67.64 | — | — | — | — | — | — | — | — | |
| MEMOProtocol=BASE 0 INC 5, #P (M)=7.142026.03 | 67.58 | — | — | — | — | — | — | 53.95 | — | |
| STD with BicNumber of tasks=5, Backbone=ResNet-182021.07 | 67.07 | — | — | — | — | — | — | — | — | |
| D³Former-NCMNumber of tasks (N)=25, Backbone=Transformer, Classifier=NCM2022.07 | 67.03 | — | — | — | — | — | 22.84 | 58.12 | — | |
| S&B with WANumber of tasks=10, Backbone=ResNet-182021.07 | 66.97 | — | — | — | — | — | — | — | — | |
| FOSTERProtocol=BASE 0 INC 10, #P (M)=0.462026.03 | 66.87 | — | — | — | — | — | — | 54.15 | — | |
| BEEFProtocol=BASE 50 INC 10, #P (M)=2.762026.03 | 66.83 | — | — | — | — | — | — | 59.86 | — | |
| DyToxNumber of tasks (N)=10, Backbone=Transformer, reproduced=true2022.07 | 66.72 | — | — | — | — | — | 29.86 | 59.62 | — | |
| GRACEProtocol=BASE 50 INC 2, #P (M)=3.222026.03 | 66.42 | — | — | — | — | — | — | 58.09 | — | |
| FOSTERProtocol=BASE 50 INC 10, #P (M)=0.462026.03 | 66.32 | — | — | — | — | — | — | 58.54 | — | |
| Joint2023.03 | 66.1 | — | — | — | — | — | — | — | — | |
| DERProtocol=BASE 50 INC 2, #P (M)=11.962026.03 | 66.09 | — | — | — | — | — | — | 58.95 | — | |
| DGRProtocol=BASE 0 INC 10, #P (M)=0.462026.03 | 65.11 | — | — | — | — | — | — | 53.32 | — | |
| iCARLProtocol=BASE 0 INC 10, #P (M)=0.462026.03 | 65.06 | — | — | — | — | — | — | 48.64 | — | |
| PODNet-CNNNumber of tasks (N)=5, Backbone=CNN2022.07 | 64.83 | — | — | — | — | — | — | 54.6 | — | |
| MEMOProtocol=BASE 50 INC 10, #P (M)=2.222026.03 | 64.65 | — | — | — | — | — | — | 57.73 | — | |
| Joint2023.03 | 64.4 | — | — | — | — | — | — | — | — | |
| BEEFProtocol=BASE 0 INC 5, #P (M)=9.202026.03 | 63.78 | — | — | — | — | — | — | 45.32 | — | |
| STD with WANumber of tasks=10, Backbone=ResNet-182021.07 | 63.72 | — | — | — | — | — | — | — | — | |
| MnemonicsNumber of tasks (N)=5, Backbone=CNN2022.07 | 63.34 | — | — | — | — | — | 10.91 | 54.32 | — | |
| PODNet-CNNNumber of tasks (N)=10, Backbone=CNN2022.07 | 63.19 | — | — | — | — | — | — | 53 | — | |
| LUCIRNumber of tasks (N)=5, Backbone=CNN2022.07 | 63.17 | — | — | — | — | — | 18.7 | 54.3 | — | |
| DD with WANumber of tasks=10, Backbone=ResNet-182021.07 | 63.12 | — | — | — | — | — | — | — | — | |
| iCARLProtocol=BASE 0 INC 5, #P (M)=0.462026.03 | 63.08 | — | — | — | — | — | — | 45.34 | — | |
| DyToxNumber of tasks (N)=25, Backbone=Transformer, reproduced=true2022.07 | 62.83 | — | — | — | — | — | 33.72 | 53.95 | — | |
| DGRProtocol=BASE 50 INC 10, #P (M)=0.462026.03 | 62.63 | — | — | — | — | — | — | 55.02 | — | |
| BEEFProtocol=BASE 50 INC 2, #P (M)=11.962026.03 | 62.29 | — | — | — | — | — | — | 50.62 | — | |
| MnemonicsNumber of tasks (N)=10, Backbone=CNN2022.07 | 62.28 | — | — | — | — | — | 13.38 | 51.53 | — | |
| DGRProtocol=BASE 0 INC 5, #P (M)=0.462026.03 | 62.01 | — | — | — | — | — | — | 48.61 | — | |
| FOSTERProtocol=BASE 0 INC 5, #P (M)=0.462026.03 | 61.92 | — | — | — | — | — | — | 47.72 | — | |
| S&B with WANumber of tasks=20, Backbone=ResNet-182021.07 | 61.12 | — | — | — | — | — | — | — | — | |
| iCARLProtocol=BASE 50 INC 10, #P (M)=0.462026.03 | 61.04 | — | — | — | — | — | — | 51.9 | — | |
| MnemonicsNumber of tasks (N)=25, Backbone=CNN2022.07 | 60.96 | — | — | — | — | — | 19.8 | 50.78 | — | |
| PODNet-CNNNumber of tasks (N)=25, Backbone=CNN2022.07 | 60.72 | — | — | — | — | — | — | 51.4 | — | |
| STD with BicNumber of tasks=10, Backbone=ResNet-182021.07 | 60.65 | — | — | — | — | — | — | — | — | |
| MEMOProtocol=BASE 50 INC 2, #P (M)=9.252026.03 | 60.25 | — | — | — | — | — | — | 53.35 | — | |
| LUCIRNumber of tasks (N)=10, Backbone=CNN2022.07 | 60.14 | — | — | — | — | — | 21.34 | 50.3 | — | |
| STD with iCaRLNumber of tasks=20, Backbone=ResNet-182021.07 | 60.04 | — | — | — | — | — | — | — | — | |
| FOSTERProtocol=BASE 50 INC 2, #P (M)=0.462026.03 | 60 | — | — | — | — | — | — | 50.84 | — | |
| STD with iCaRLNumber of tasks=5, Backbone=ResNet-182021.07 | 59.5 | — | — | — | — | — | — | — | — | |
| BiCNumber of tasks (N)=5, Backbone=CNN2022.07 | 59.36 | — | — | — | — | — | 31.42 | — | — | |
| REPLAYProtocol=BASE 0 INC 10, #P (M)=0.462026.03 | 58.65 | — | — | — | — | — | — | 40.05 | — | |
| DD with WANumber of tasks=20, Backbone=ResNet-182021.07 | 58.08 | — | — | — | — | — | — | — | — | |
| LUCIRNumber of tasks (N)=25, Backbone=CNN2022.07 | 57.54 | — | — | — | — | — | 26.46 | 48.35 | — | |
| iCaRLNumber of tasks (N)=5, Backbone=CNN2022.07 | 57.12 | — | — | — | — | — | 31.88 | 47.2 | — | |
| REPLAYProtocol=BASE 0 INC 5, #P (M)=0.462026.03 | 57 | — | — | — | — | — | — | 37.25 | — | |
| STD with iCaRLNumber of tasks=10, Backbone=ResNet-182021.07 | 55.6 | — | — | — | — | — | — | — | — | |
| STD with WANumber of tasks=20, Backbone=ResNet-182021.07 | 55.29 | — | — | — | — | — | — | — | — | |
| PODNet w/ ANCLframework=ANCL2023.03 | 55.01 | — | — | — | — | — | — | — | — | |
| BiCNumber of tasks (N)=10, Backbone=CNN2022.07 | 54.2 | — | — | — | — | — | 32.5 | — | — | |
| iCaRL w/ ANCLframework=ANCL2023.03 | 53.87 | — | — | — | — | — | — | — | — | |
| iCARLProtocol=BASE 50 INC 2, #P (M)=0.462026.03 | 53.35 | — | — | — | — | — | — | 43.45 | — | |
| PODNet2023.03 | 53.05 | — | — | — | — | — | — | — | — | |
| iCaRLNumber of tasks (N)=10, Backbone=CNN2022.07 | 52.66 | — | — | — | — | — | 34.1 | 44.8 | — | |
| LUCIR w/ ANCLframework=ANCL2023.03 | 52.3 | — | — | — | — | — | — | — | — | |
| REPLAYProtocol=BASE 50 INC 10, #P (M)=0.462026.03 | 52.09 | — | — | — | — | — | — | 42.11 | — | |
| PODNet w/ ANCLframework=ANCL2023.03 | 51.39 | — | — | — | — | — | — | — | — | |
| BiC w/ ANCLframework=ANCL2023.03 | 51.35 | — | — | — | — | — | — | — | — | |
| DGRProtocol=BASE 50 INC 2, #P (M)=0.462026.03 | 50.62 | — | — | — | — | — | — | 40.96 | — | |
| BiC w/ ANCLframework=ANCL2023.03 | 50.44 | — | — | — | — | — | — | — | — | |
| BiC2023.03 | 50.13 | — | — | — | — | — | — | — | — | |
| BiCNumber of tasks (N)=25, Backbone=CNN2022.07 | 50 | — | — | — | — | — | 34.6 | — | — | |
| STD with BicNumber of tasks=20, Backbone=ResNet-182021.07 | 49.89 | — | — | — | — | — | — | — | — | |
| iCaRL2023.03 | 49.75 | — | — | — | — | — | — | — | — | |
| PODNet2023.03 | 49.63 | — | — | — | — | — | — | — | — | |
| LwFNumber of tasks (N)=5, Backbone=CNN2022.07 | 49.59 | — | — | — | — | — | 43.36 | 40.4 | — | |
| LUCIR w/ ANCLframework=ANCL2023.03 | 49.07 | — | — | — | — | — | — | — | — | |
| REPLAYProtocol=BASE 50 INC 2, #P (M)=0.462026.03 | 48.93 | — | — | — | — | — | — | 40.12 | — | |
| iCaRL w/ ANCLframework=ANCL2023.03 | 48.72 | — | — | — | — | — | — | — | — | |
| iCaRLNumber of tasks (N)=25, Backbone=CNN2022.07 | 48.22 | — | — | — | — | — | 36.48 | 39.39 | — | |
| BiC2023.03 | 47.97 | — | — | — | — | — | — | — | — | |
| LwFNumber of tasks (N)=10, Backbone=CNN2022.07 | 46.98 | — | — | — | — | — | 43.58 | 40.19 | — |