Class Incremental Learning on ImageNet100-B50 (test)
81.2Top-1 Acc AvgBound
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Bound#Paras=11.2M2021.03 | 81.2 | 81.5 | — | — | |
| Bound2022.04 | 81.2 | — | — | — | |
| DER (w/o P)#Paras=67.20M, pruning=false2021.03 | 78.2 | 74.92 | 94.2 | 91.3 | |
| DER#Paras=8.87M, pruning=true2021.03 | 77.73 | 72.06 | 94.01 | 91.64 | |
| DERbackbones=multiple (incremental backbones)2022.04 | 77.73 | — | — | — | |
| FOSTERbackbones=single2022.04 | 77.54 | — | — | — | |
| TPCIL#Paras=11.2M2021.03 | 74.81 | 66.91 | — | — | |
| PODNet#Paras=11.2M2021.03 | 74.33 | — | — | — | |
| PODNetbackbones=single2022.04 | 74.33 | — | — | — | |
| UCIR#Paras=11.2M2021.03 | 68.09 | 57.3 | — | — | |
| BiCbackbones=single2022.04 | 65.14 | — | — | — | |
| WAbackbones=single2022.04 | 63.71 | — | — | — | |
| iCaRLbackbones=single2022.04 | 59.53 | — | — | — |