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Class Incremental Learning on ImageNet 100 (incremental)

75.54Average Incremental AccuracyPODNet (CNN)
45.32853.171561.01568.8585Apr 28, 2020Jun 18, 2020Aug 8, 2020Sep 29, 2020Nov 19, 2020Jan 9, 2021Mar 2, 2021
Updated 8mo ago

Evaluation results

MethodLinks
PODNet (CNN)Steps=5, New classes per step=10, Inference classifier=CNN2020.0475.54
PODNet + DDER=20, T=10, Backbone=ResNet-182021.0375.41
TPCILR=20, T=10, Backbone=ResNet-182021.0374.81
PODNet + DDER=5, T=5, Backbone=ResNet-182021.0374.59
PODNet (CNN)Steps=10, New classes per step=5, Inference classifier=CNN2020.0474.33
PODNetR=20, T=10, Backbone=ResNet-182021.0373.48
PODNetR=5, T=5, Backbone=ResNet-182021.0371.43
UCIR (CNN)Steps=5, New classes per step=10, Inference classifier=CNN2020.0471.04
LUCIR + DDER=5, T=5, Backbone=ResNet-182021.0370.86
UCIR (CNN)*Steps=5, New classes per step=10, Inference classifier=CNN, Source=Reported from Hou et al. [14]2020.0470.47
LUCIR + DDER=20, T=10, Backbone=ResNet-182021.0370.2
UCIR (NME)Steps=5, New classes per step=10, Inference classifier=NME2020.0469.07
BiCSteps=5, New classes per step=102020.0468.97
UCIR (NME)*Steps=5, New classes per step=10, Inference classifier=NME, Source=Reported from Hou et al. [14]2020.0468.43
PODNet (CNN)Steps=25, New classes per step=2, Inference classifier=CNN2020.0468.31
UCIR (CNN)*Steps=10, New classes per step=5, Inference classifier=CNN, Source=Reported from Hou et al. [14]2020.0468.09
UCIR (CNN)Steps=10, New classes per step=5, Inference classifier=CNN2020.0467.82
LUCIRR=20, T=10, Backbone=ResNet-182021.0367.6
LUCIRR=5, T=5, Backbone=ResNet-182021.0366.44
UCIR (NME)*Steps=10, New classes per step=5, Inference classifier=NME, Source=Reported from Hou et al. [14]2020.0466.16
UCIR (NME)Steps=10, New classes per step=5, Inference classifier=NME2020.0465.83
iCaRLSteps=5, New classes per step=102020.0465.56
BiCSteps=10, New classes per step=52020.0465.14
iCaRL*Steps=5, New classes per step=10, Source=Reported from Hou et al. [14]2020.0465.04
UCIR (CNN)Steps=25, New classes per step=2, Inference classifier=CNN2020.0462.94
PODNet (CNN)Steps=50, New classes per step=1, Inference classifier=CNN2020.0462.48
iCaRLSteps=10, New classes per step=52020.0460.9
UCIR (NME)Steps=25, New classes per step=2, Inference classifier=NME2020.0460.81
BiCSteps=25, New classes per step=22020.0459.65
iCaRL*Steps=10, New classes per step=5, Source=Reported from Hou et al. [14]2020.0459.53
UCIR (CNN)Steps=50, New classes per step=1, Inference classifier=CNN2020.0457.25
UCIR (NME)Steps=50, New classes per step=1, Inference classifier=NME2020.0455.44
iCaRLSteps=50, New classes per step=12020.0454.97
iCaRLSteps=25, New classes per step=22020.0454.56
BiCSteps=50, New classes per step=12020.0446.49