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Incremental Learning

Benchmark List

All benchmarks related to this task

cifar-100-40-classes-60-steps-of-1-class

Best model: FeTrIL

Metrics

cifar-100-50-classes-50-steps-of-1-class

Best model: PODNet

Metrics

cifar-100-50-classes-25-steps-of-2-classes

Best model: RMM (Modified ResNet-32)

Metrics

cifar-100-50-classes-10-steps-of-5-classes

Best model: DER(Standard ResNet-18)

Metrics

cifar-100-50-classes-5-steps-of-10-classes

Best model: PPCA-SWSL

Metrics

cifar-100-50-classes-2-steps-of-25-classes

Best model: TCIL

Metrics

cifar100b050s-2classesperstep

Best model: DER(ResNet-18)

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imagenet-100-50-classes-50-steps-of-1-class

Best model: PODNet

Metrics

imagenet-100-50-classes-10-steps-of-5-classes

Best model: RMM (ResNet-18)

Metrics

imagenet-100-50-classes-5-steps-of-10-classes

Best model: RMM (ResNet-18)

Metrics

imagenet-10k-5225-classes-5-steps-of-1045

Best model: PPCA-CLIP

Metrics

imagenet-500-classes-5-steps-of-100-classes

Best model: RMM (ResNet-18)

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imagenet-500-classes-10-steps-of-50-classes

Best model: PODNet

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imagenet-500-classes-25-steps-of-20-classes

Best model: RMM (ResNet-18)

Metrics

imagenet100-10-steps

Best model: RMM (ResNet-18)

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imagenet100-20-steps

Best model: FOSTER

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Best model: MRM

Metrics

cifar-100-b0-5steps-of-20-classes

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cifar100-b0-10steps-of-10-classes

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cifar100b020step-5classesperstep

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imagenet-10-steps

Metrics

imagenet-100-50-classes-25-steps-of-2-classes

Metrics