Image Classification on Split MNIST
99.9Average AccuracyJoint (UB)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Joint (UB)Setting=Task-incremental, Role=Upper Bound2020.03 | 99.9 | 99.9 | 99.9 | 99.9 | 100 | 99.5 | |
| PosteriorReplay-DiracTask identity=Provided, Backbone=LeNet2021.03 | 99.87 | — | — | — | — | — | |
| SeparatePosteriors-ExpTask identity=Provided, Backbone=MLP-400,4002021.03 | 99.81 | — | — | — | — | — | |
| PosteriorReplay-ImpTask identity=Provided, Backbone=MLP-400,4002021.03 | 99.77 | — | — | — | — | — | |
| SeparatePosteriors-DiracTask identity=Provided, Backbone=MLP-400,4002021.03 | 99.77 | — | — | — | — | — | |
| PosteriorReplay-ExpTask identity=Provided, Backbone=MLP-100,1002021.03 | 99.75 | — | — | — | — | — | |
| PosteriorReplay-ExpTask identity=Provided, Backbone=MLP-400,4002021.03 | 99.72 | — | — | — | — | — | |
| PosteriorReplay-Exp-BWTask identity=Provided, Batching (BW)=true, Backbone=MLP-400,4002021.03 | 99.72 | — | — | — | — | — | |
| PosteriorReplay-Exp-BWTask identity=Inferred, Batching (BW)=true, Backbone=MLP-400,4002021.03 | 99.72 | — | — | — | — | — | |
| PosteriorReplay-DiracTask identity=Provided, Backbone=MLP-100,1002021.03 | 99.72 | — | — | — | — | — | |
| HATSetting=Task-incremental2020.03 | 99.7 | 99.9 | 99.6 | 99.9 | 99.8 | 99 | |
| Conditional Channel Gated NetworksSetting=Task-incremental2020.03 | 99.7 | 100 | 99.4 | 100 | 99.9 | 99.3 | |
| PosteriorReplay-DiracTask identity=Provided, Backbone=MLP-400,4002021.03 | 99.65 | — | — | — | — | — | |
| LwFSetting=Task-incremental2020.03 | 99.2 | 99.8 | 97.9 | 99.7 | 99.9 | 98.5 | |
| PosteriorReplay-ExpTask identity=Provided, Backbone=LeNet2021.03 | 99.2 | — | — | — | — | — | |
| PosteriorReplay-Exp-CSTask identity=Provided, Coresets (CS)=true, Backbone=MLP-400,4002021.03 | 98.5 | — | — | — | — | — | |
| VCL-multiheadTask identity=Provided, Backbone=MLP-400,4002021.03 | 96.45 | — | — | — | — | — | |
| EWC-multiheadTask identity=Provided, Backbone=MLP-400,4002021.03 | 96.4 | — | — | — | — | — | |
| EWC-OnSetting=Task-incremental2020.03 | 96.3 | 97.1 | 99.4 | 93.4 | 98.2 | 93.2 | |
| ODDL-S2022.10 | 95.75 | — | — | — | — | — | |
| HNET+RTask identity=Inferred, Backbone=MLP-400,4002021.03 | 95.3 | — | — | — | — | — | |
| ODDL2022.10 | 94.85 | — | — | — | — | — | |
| Dynamic-OCM2022.10 | 94.02 | — | — | — | — | — | |
| CoPE2022.10 | 93.94 | — | — | — | — | — | |
| GEM2022.10 | 93.25 | — | — | — | — | — | |
| CNDPM2022.10 | 93.23 | — | — | — | — | — | |
| MIR2022.10 | 93.2 | — | — | — | — | — | |
| CURL2022.10 | 92.59 | — | — | — | — | — | |
| GSS2022.10 | 92.47 | — | — | — | — | — | |
| reservoir2022.10 | 92.16 | — | — | — | — | — | |
| DGRTask identity=Inferred, Backbone=MLP-400,4002021.03 | 91.79 | — | — | — | — | — | |
| CoPE-CE2022.10 | 91.77 | — | — | — | — | — | |
| PosteriorReplay-Exp-CSTask identity=Inferred, Coresets (CS)=true, Backbone=MLP-400,4002021.03 | 90.83 | — | — | — | — | — | |
| iCARL2022.10 | 83.95 | — | — | — | — | — | |
| ER + GMEDvariant=GMED+2022.10 | 82.67 | — | — | — | — | — | |
| ER + GMEDvariant=GMED†2022.10 | 82.21 | — | — | — | — | — | |
| PosteriorReplay-ExpTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=LeNet2021.03 | 74.09 | — | — | — | — | — | |
| PosteriorReplay-DiracTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=LeNet2021.03 | 72.33 | — | — | — | — | — | |
| PosteriorReplay-ImpTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=MLP-400,4002021.03 | 71.91 | — | — | — | — | — | |
| PosteriorReplay-ExpTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=MLP-400,4002021.03 | 71.73 | — | — | — | — | — | |
| PosteriorReplay-DiracTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=MLP-400,4002021.03 | 70.88 | — | — | — | — | — | |
| SeparatePosteriors-DiracTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=MLP-400,4002021.03 | 70.39 | — | — | — | — | — | |
| PosteriorReplay-ExpTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=MLP-100,1002021.03 | 70.07 | — | — | — | — | — | |
| SeparatePosteriors-ExpTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=MLP-400,4002021.03 | 68.4 | — | — | — | — | — | |
| PosteriorReplay-DiracTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=MLP-100,1002021.03 | 63.41 | — | — | — | — | — | |
| VCL-multiheadTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=MLP-400,4002021.03 | 58.84 | — | — | — | — | — | |
| EWC-multiheadTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=MLP-400,4002021.03 | 47.67 | — | — | — | — | — | |
| EWC-growingTask identity=Inferred, Task Inference Criterion=Entropy (Ent), Backbone=MLP-400,4002021.03 | 19.96 | — | — | — | — | — | |
| finetune2022.10 | 19.75 | — | — | — | — | — |