Class Incremental Learning on ImageNet 100 (incremental)
75.54Average Incremental AccuracyPODNet (CNN)
Evaluation Results
| Method | Links | |
|---|---|---|
| PODNet (CNN)Steps=5, New classes per step=10, Inference classifier=CNN2020.04 | 75.54 | |
| PODNet + DDER=20, T=10, Backbone=ResNet-182021.03 | 75.41 | |
| TPCILR=20, T=10, Backbone=ResNet-182021.03 | 74.81 | |
| PODNet + DDER=5, T=5, Backbone=ResNet-182021.03 | 74.59 | |
| PODNet (CNN)Steps=10, New classes per step=5, Inference classifier=CNN2020.04 | 74.33 | |
| PODNetR=20, T=10, Backbone=ResNet-182021.03 | 73.48 | |
| PODNetR=5, T=5, Backbone=ResNet-182021.03 | 71.43 | |
| UCIR (CNN)Steps=5, New classes per step=10, Inference classifier=CNN2020.04 | 71.04 | |
| LUCIR + DDER=5, T=5, Backbone=ResNet-182021.03 | 70.86 | |
| UCIR (CNN)*Steps=5, New classes per step=10, Inference classifier=CNN, Source=Reported from Hou et al. [14]2020.04 | 70.47 | |
| LUCIR + DDER=20, T=10, Backbone=ResNet-182021.03 | 70.2 | |
| UCIR (NME)Steps=5, New classes per step=10, Inference classifier=NME2020.04 | 69.07 | |
| BiCSteps=5, New classes per step=102020.04 | 68.97 | |
| UCIR (NME)*Steps=5, New classes per step=10, Inference classifier=NME, Source=Reported from Hou et al. [14]2020.04 | 68.43 | |
| PODNet (CNN)Steps=25, New classes per step=2, Inference classifier=CNN2020.04 | 68.31 | |
| UCIR (CNN)*Steps=10, New classes per step=5, Inference classifier=CNN, Source=Reported from Hou et al. [14]2020.04 | 68.09 | |
| UCIR (CNN)Steps=10, New classes per step=5, Inference classifier=CNN2020.04 | 67.82 | |
| LUCIRR=20, T=10, Backbone=ResNet-182021.03 | 67.6 | |
| LUCIRR=5, T=5, Backbone=ResNet-182021.03 | 66.44 | |
| UCIR (NME)*Steps=10, New classes per step=5, Inference classifier=NME, Source=Reported from Hou et al. [14]2020.04 | 66.16 | |
| UCIR (NME)Steps=10, New classes per step=5, Inference classifier=NME2020.04 | 65.83 | |
| iCaRLSteps=5, New classes per step=102020.04 | 65.56 | |
| BiCSteps=10, New classes per step=52020.04 | 65.14 | |
| iCaRL*Steps=5, New classes per step=10, Source=Reported from Hou et al. [14]2020.04 | 65.04 | |
| UCIR (CNN)Steps=25, New classes per step=2, Inference classifier=CNN2020.04 | 62.94 | |
| PODNet (CNN)Steps=50, New classes per step=1, Inference classifier=CNN2020.04 | 62.48 | |
| iCaRLSteps=10, New classes per step=52020.04 | 60.9 | |
| UCIR (NME)Steps=25, New classes per step=2, Inference classifier=NME2020.04 | 60.81 | |
| BiCSteps=25, New classes per step=22020.04 | 59.65 | |
| iCaRL*Steps=10, New classes per step=5, Source=Reported from Hou et al. [14]2020.04 | 59.53 | |
| UCIR (CNN)Steps=50, New classes per step=1, Inference classifier=CNN2020.04 | 57.25 | |
| UCIR (NME)Steps=50, New classes per step=1, Inference classifier=NME2020.04 | 55.44 | |
| iCaRLSteps=50, New classes per step=12020.04 | 54.97 | |
| iCaRLSteps=25, New classes per step=22020.04 | 54.56 | |
| BiCSteps=50, New classes per step=12020.04 | 46.49 |