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incremental-learning-on-cifar-100-50-classes-5-steps-of-10-classes

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PaperCodeAverage Incremental AccuracyFinal AccuracyModelNameReleaseDate
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning✓ Link74.88TCIL2022-12-29
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning✓ Link74.30TCIL-Lite2022-12-29
DER: Dynamically Expandable Representation for Class Incremental Learning✓ Link72.60DER(Standard ResNet-18)2021-03-31
D3Former: Debiased Dual Distilled Transformer for Incremental Learning✓ Link72.23D3Former2022-07-25
FOSTER: Feature Boosting and Compression for Class-Incremental Learning✓ Link69.46FOSTER2022-04-10
RMM: Reinforced Memory Management for Class-Incremental Learning✓ Link68.86RMM (Modified ResNet-32)2023-01-14
DER: Dynamically Expandable Representation for Class Incremental Learning✓ Link67.60DER(Modified Res-32)2021-03-31
Essentials for Class Incremental Learning✓ Link67.17CCIL-SD2021-02-18
PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learning✓ Link64.83PODNet (CNN)2020-04-28
Learning a Unified Classifier Incrementally via Rebalancing✓ Link63.42UCIR (CNN)*2019-06-01
Learning a Unified Classifier Incrementally via Rebalancing✓ Link63.12UCIR (NME)*2019-06-01
iCaRL: Incremental Classifier and Representation Learning✓ Link57.17iCaRL*2016-11-23
Large Scale Incremental Learning✓ Link56.86BiC2019-05-30
Scalable Learning with Incremental Probabilistic PCA✓ Link77.07PPCA-SWSL2022-12-20
Scalable Learning with Incremental Probabilistic PCA✓ Link69.71PPCA-CLIP2022-12-20
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