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ResearchFormerly WizWand

Class Incremental Learning on Tiny-ImageNet (val)

62.35Average AccuracyOracle
43.068448.074253.0858.0858Jul 3, 2021
Updated 8mo ago

Evaluation results

MethodLinks
OracleBackbone=ResNet-182021.0762.35——
S&B with WANumber of tasks=2, Backbone=ResNet-182021.0760.52——
DD with WANumber of tasks=2, Backbone=ResNet-182021.0758.33——
STD with BicNumber of tasks=2, Backbone=ResNet-182021.0758.16——
STD with WANumber of tasks=2, Backbone=ResNet-182021.0757.96——
S&B with WANumber of tasks=5, Backbone=ResNet-182021.0757.16——
DD with WANumber of tasks=5, Backbone=ResNet-182021.0756.8——
STD with WANumber of tasks=5, Backbone=ResNet-182021.0755.97——
STD with iCaRLNumber of tasks=2, Backbone=ResNet-182021.0755.72——
STD with BicNumber of tasks=5, Backbone=ResNet-182021.0755.23——
S&B with WANumber of tasks=10, Backbone=ResNet-182021.0754.81——
DD with WANumber of tasks=10, Backbone=ResNet-182021.0753.12——
S&B with WANumber of tasks=20, Backbone=ResNet-182021.0751.63——
STD with WANumber of tasks=10, Backbone=ResNet-182021.0751.61——
STD with iCaRLNumber of tasks=5, Backbone=ResNet-182021.0751.32——
STD with iCaRLNumber of tasks=10, Backbone=ResNet-182021.0748.65——
STD with BicNumber of tasks=10, Backbone=ResNet-182021.0748.47——
DD with WANumber of tasks=20, Backbone=ResNet-182021.0748.14——
STD with WANumber of tasks=20, Backbone=ResNet-182021.0747.57——
STD with iCaRLNumber of tasks=20, Backbone=ResNet-182021.0746.56——
STD with BicNumber of tasks=20, Backbone=ResNet-182021.0743.81——
ADCNumber of tasks=52024.05—4150.94
ADCNumber of tasks=102024.05—32.3243.04
FeCAMNumber of tasks=52024.05—25.6239.85
FeCAMNumber of tasks=102024.05—23.2135.32
FeTrILNumber of tasks=52024.05—29.9143.99
FeTrILNumber of tasks=102024.05—23.8836.35
LwFNumber of tasks=52024.05—38.8149.7
LwFNumber of tasks=102024.05—27.4238.77
NCMNumber of tasks=52024.05—38.6950.45
NCMNumber of tasks=102024.05—26.5641.04
PASSNumber of tasks=52024.05—36.4448.64
PASSNumber of tasks=102024.05—26.5838.65
SDCNumber of tasks=52024.05—40.0550.82
SDCNumber of tasks=102024.05—27.1540.46
SSRENumber of tasks=52024.05—30.1343.2
SSRENumber of tasks=102024.05—22.4834.93