Incremental Learning on ImageNet-1000
95.5AccuracyEEIL
Evaluation Results
| Method | Links | |
|---|---|---|
| EEILNumber of classes=200, Uses exemplars=true2019.05 | 95.5 | |
| EEILNumber of classes=100, Uses exemplars=true2019.05 | 95 | |
| BiCNumber of classes=100, Uses exemplars=true2019.05 | 94.1 | |
| BiCNumber of classes=200, Uses exemplars=true2019.05 | 92.5 | |
| LwFNumber of classes=100, Uses exemplars=false2019.05 | 90 | |
| iCaRLNumber of classes=100, Uses exemplars=true2019.05 | 90 | |
| BiCNumber of classes=300, Uses exemplars=true2019.05 | 89.6 | |
| BiCNumber of classes=400, Uses exemplars=true2019.05 | 89.1 | |
| EEILNumber of classes=300, Uses exemplars=true2019.05 | 86 | |
| BiCNumber of classes=500, Uses exemplars=true2019.05 | 85.7 | |
| BiCNumber of classes=600, Uses exemplars=true2019.05 | 83.2 | |
| iCaRLNumber of classes=200, Uses exemplars=true2019.05 | 83 | |
| BiCNumber of classes=700, Uses exemplars=true2019.05 | 80.2 | |
| iCaRLNumber of classes=300, Uses exemplars=true2019.05 | 77.5 | |
| EEILNumber of classes=400, Uses exemplars=true2019.05 | 77.5 | |
| BiCNumber of classes=800, Uses exemplars=true2019.05 | 77.5 | |
| LwFNumber of classes=200, Uses exemplars=false2019.05 | 77 | |
| BiCNumber of classes=900, Uses exemplars=true2019.05 | 75 | |
| BiCNumber of classes=1000, Uses exemplars=true2019.05 | 73.2 | |
| EEILNumber of classes=500, Uses exemplars=true2019.05 | 71 | |
| iCaRLNumber of classes=400, Uses exemplars=true2019.05 | 70.5 | |
| LwFNumber of classes=300, Uses exemplars=false2019.05 | 68 | |
| EEILNumber of classes=600, Uses exemplars=true2019.05 | 68 | |
| iCaRLNumber of classes=500, Uses exemplars=true2019.05 | 63 | |
| EEILNumber of classes=700, Uses exemplars=true2019.05 | 62 | |
| EEILNumber of classes=800, Uses exemplars=true2019.05 | 59.8 | |
| LwFNumber of classes=400, Uses exemplars=false2019.05 | 59.5 | |
| iCaRLNumber of classes=600, Uses exemplars=true2019.05 | 57.5 | |
| EEILNumber of classes=900, Uses exemplars=true2019.05 | 55 | |
| iCaRLNumber of classes=700, Uses exemplars=true2019.05 | 53.5 | |
| LwFNumber of classes=500, Uses exemplars=false2019.05 | 52.5 | |
| EEILNumber of classes=1000, Uses exemplars=true2019.05 | 52 | |
| iCaRLNumber of classes=800, Uses exemplars=true2019.05 | 50 | |
| LwFNumber of classes=600, Uses exemplars=false2019.05 | 49.5 | |
| iCaRLNumber of classes=900, Uses exemplars=true2019.05 | 48 | |
| LwFNumber of classes=700, Uses exemplars=false2019.05 | 46.5 | |
| iCaRLNumber of classes=1000, Uses exemplars=true2019.05 | 44 | |
| LwFNumber of classes=800, Uses exemplars=false2019.05 | 43 | |
| LwFNumber of classes=900, Uses exemplars=false2019.05 | 40.5 | |
| LwFNumber of classes=1000, Uses exemplars=false2019.05 | 39 |