Class-Incremental Learning on CIFAR100-B0 5 steps (test)
81.49Last Step Top-1 AccBound
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BoundPar.=10.722026.07 | 81.49 | — | — | |
| TCIL#Paras=34.3, Rehearsal Setting=true2022.12 | 69.58 | 77.72 | — | |
| TCIL-Lite#Paras=8.3, Rehearsal Setting=true2022.12 | 69.44 | 76.96 | — | |
| DRDNPar.=10.752026.07 | 69.19 | 77.91 | -9.8 | |
| DER#Paras=33.6, Rehearsal Setting=true2022.12 | 68.32 | 76.8 | — | |
| DERPar.=56.132026.07 | 68.32 | 76.8 | -10.8 | |
| DyToxPar.=10.732026.07 | 66.98 | 75.08 | -12.4 | |
| DKTPar.=11.032026.07 | 66.46 | 76.88 | -11.9 | |
| BiC#Paras=11.2, Rehearsal Setting=true2022.12 | 62.11 | 73.1 | — | |
| BiCPar.=11.222026.07 | 62.1 | 73.1 | -15.3 | |
| WA#Paras=11.2, Rehearsal Setting=true2022.12 | 60.84 | 72.81 | — | |
| WAPar.=11.222026.07 | 60.84 | 72.81 | -16.5 | |
| RPSNet#Paras=60.6, Rehearsal Setting=true2022.12 | 60.56 | 70.5 | — | |
| iCaRL#Paras=11.2, Rehearsal Setting=true2022.12 | 59.71 | 71.14 | — | |
| iCaRLPar.=11.222026.07 | 59.71 | 71.14 | -18.2 | |
| PODNet#Paras=11.2, Rehearsal Setting=true2022.12 | 51.71 | 66.7 | — | |
| PODNetPar.=11.222026.07 | 51.71 | 66.7 | -19.2 | |
| UCIR#Paras=11.2, Rehearsal Setting=true2022.12 | 47.31 | 62.77 | — | |
| UCIRPar.=11.222026.07 | 47.31 | 62.77 | -20.4 | |
| Geometry Incremental SearchSize of B=5002023.04 | 40.85 | — | — | |
| RMSize of B=5002023.04 | 39.47 | — | — | |
| DER++Size of B=5002023.04 | 38.39 | — | — | |
| iCaRLSize of B=5002023.04 | 35.95 | — | — | |
| Geometry Incremental SearchSize of B=2002023.04 | 32.75 | — | — | |
| RMSize of B=2002023.04 | 32.23 | — | — | |
| iCaRLSize of B=2002023.04 | 30.12 | — | — | |
| FDRSize of B=5002023.04 | 29.99 | — | — | |
| ERTSize of B=5002023.04 | 28.82 | — | — | |
| ERSize of B=5002023.04 | 27.97 | — | — | |
| DER++Size of B=2002023.04 | 27.46 | — | — | |
| GEMSize of B=5002023.04 | 25.44 | — | — | |
| FDRSize of B=2002023.04 | 22.84 | — | — | |
| GSSSize of B=5002023.04 | 22.08 | — | — | |
| ERSize of B=2002023.04 | 21.94 | — | — | |
| ERTSize of B=2002023.04 | 21.61 | — | — | |
| GEMSize of B=2002023.04 | 19.73 | — | — | |
| GSSSize of B=2002023.04 | 19.44 | — | — | |
| AGEMSize of B=5002023.04 | 18.75 | — | — | |
| AGEMSize of B=2002023.04 | 17.97 | — | — | |
| HALSize of B=5002023.04 | 16.74 | — | — | |
| HALSize of B=2002023.04 | 13.21 | — | — | |
| Bound#Paras=11.2, Rehearsal Setting=true2022.12 | — | 80.4 | — |