Class-Incremental Learning on CIFAR100 B0 (20 steps) (test)
81.49Last Step Top-1 AccBound
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BoundPar.=10.722026.07 | 81.49 | — | — | |
| TCIL-Lite#Paras=28.1, Rehearsal Setting=true2022.12 | 64.08 | 75.47 | — | |
| TCIL#Paras=127.1, Rehearsal Setting=true2022.12 | 63.54 | 75.11 | — | |
| DER#Paras=117.6, Rehearsal Setting=true2022.12 | 62.48 | 74.09 | — | |
| DERPar.=224.552026.07 | 62.48 | 74.09 | -13 | |
| DRDNPar.=10.802026.07 | 59.86 | 76.03 | -13.8 | |
| DKTPar.=11.032026.07 | 58.56 | 74.08 | -16.3 | |
| DyTox#Paras=10.7, Rehearsal Setting=true2022.12 | 56.32 | 72.27 | — | |
| DyToxPar.=10.742026.07 | 56.32 | 72.27 | -17.2 | |
| WA#Paras=11.2, Rehearsal Setting=true2022.12 | 47.31 | 67.33 | — | |
| WAPar.=11.222026.07 | 47.31 | 67.33 | -20.4 | |
| BiC#Paras=11.2, Rehearsal Setting=true2022.12 | 47.02 | 66.48 | — | |
| BiCPar.=11.222026.07 | 47.02 | 66.48 | -20.4 | |
| iCaRL#Paras=11.2, Rehearsal Setting=true2022.12 | 43.75 | 61.2 | — | |
| iCaRLPar.=11.222026.07 | 43.75 | 61.2 | -24.6 | |
| UCIR#Paras=11.2, Rehearsal Setting=true2022.12 | 40.63 | 58.17 | — | |
| UCIRPar.=11.222026.07 | 40.63 | 58.17 | -23.8 | |
| PODNet#Paras=11.2, Rehearsal Setting=true2022.12 | 35.02 | 53.97 | — | |
| PODNetPar.=11.222026.07 | 35.02 | 53.97 | -25.3 | |
| Geometry Incremental SearchSize of B=5002023.04 | 28.78 | — | — | |
| RMSize of B=5002023.04 | 23.09 | — | — | |
| DER++Size of B=5002023.04 | 21.65 | — | — | |
| iCaRLSize of B=5002023.04 | 20.05 | — | — | |
| Geometry Incremental SearchSize of B=2002023.04 | 19.09 | — | — | |
| ERTSize of B=5002023.04 | 18.42 | — | — | |
| ERSize of B=5002023.04 | 15.36 | — | — | |
| DER++Size of B=2002023.04 | 15.16 | — | — | |
| RMSize of B=2002023.04 | 15.15 | — | — | |
| FDRSize of B=5002023.04 | 13.1 | — | — | |
| iCaRLSize of B=2002023.04 | 12.62 | — | — | |
| GEMSize of B=5002023.04 | 12.58 | — | — | |
| ERTSize of B=2002023.04 | 10.14 | — | — | |
| ERSize of B=2002023.04 | 9.9 | — | — | |
| HALSize of B=5002023.04 | 9.71 | — | — | |
| GEMSize of B=2002023.04 | 8.29 | — | — | |
| GSSSize of B=5002023.04 | 7.49 | — | — | |
| FDRSize of B=2002023.04 | 6.7 | — | — | |
| GSSSize of B=2002023.04 | 6.42 | — | — | |
| AGEMSize of B=5002023.04 | 5.97 | — | — | |
| HALSize of B=2002023.04 | 5.67 | — | — | |
| AGEMSize of B=2002023.04 | 4.88 | — | — | |
| Bound#Paras=11.2, Rehearsal Setting=true2022.12 | — | 81.49 | — |