Class-incremental Learning on MNIST (test)
98.61Average AccuracyFull Replay
Evaluation results
| Method | Links | |
|---|---|---|
| Full ReplayBuffer size (C)=5002020.03 | 98.61 | |
| Full ReplayBuffer size (C)=10002020.03 | 98.61 | |
| Full ReplayBuffer size (C)=15002020.03 | 98.61 | |
| Full ReplayBuffer size (C)=20002020.03 | 98.61 | |
| JointPTF=without2022.01 | 97.68 | |
| DisCOILPTF=without2022.01 | 96.69 | |
| OWMPTF=without2022.01 | 96.3 | |
| Conditional Channel Gated NetworksBuffer size (C)=15002020.03 | 96.08 | |
| Conditional Channel Gated NetworksBuffer size (C)=10002020.03 | 95.94 | |
| Conditional Channel Gated NetworksBuffer size (C)=20002020.03 | 95.94 | |
| PCLPTF=without2022.01 | 95.75 | |
| Conditional Channel Gated NetworksBuffer size (C)=5002020.03 | 94.01 | |
| iCaRL-randBuffer size (C)=20002020.03 | 87.28 | |
| iCaRL-randBuffer size (C)=15002020.03 | 87.16 | |
| ILCOCPTF=without2022.01 | 86.05 | |
| iCaRL-randBuffer size (C)=5002020.03 | 84.93 | |
| iCaRL-randBuffer size (C)=10002020.03 | 84.55 | |
| iCaRL-meanBuffer size (C)=10002020.03 | 84.43 | |
| iCaRL-meanBuffer size (C)=15002020.03 | 84.33 | |
| iCaRL-meanBuffer size (C)=20002020.03 | 84.26 | |
| PGMAPTF=without2022.01 | 81.7 | |
| iCaRL-meanBuffer size (C)=5002020.03 | 81.4 | |
| FDRPTF=without, Buffer size=2002022.01 | 81.25 | |
| HALPTF=without, Buffer size=2002022.01 | 80.98 | |
| iCaRLPTF=without, Buffer size=2002022.01 | 71.41 | |
| IMMPTF=without2022.01 | 67.25 | |
| EBMPTF=without2022.01 | 53.12 | |
| LWFPTF=without2022.01 | 21.53 | |
| A-GEMBuffer size (C)=20002020.03 | 21.15 | |
| SIPTF=without2022.01 | 20.81 | |
| OEWCPTF=without2022.01 | 20.36 | |
| Fine-tunePTF=without2022.01 | 19.94 | |
| A-GEMBuffer size (C)=15002020.03 | 19.37 | |
| A-GEMBuffer size (C)=10002020.03 | 18.92 | |
| A-GEMBuffer size (C)=5002020.03 | 15.67 |