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

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PaperCodeAverage Incremental AccuracyModelNameReleaseDate
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning✓ Link73.72TCIL2022-12-29
Resolving Task Confusion in Dynamic Expansion Architectures for Class Incremental Learning✓ Link73.50TCIL-Lite2022-12-29
DER: Dynamically Expandable Representation for Class Incremental Learning✓ Link72.45DER(Standard ResNet-18)2021-03-31
D3Former: Debiased Dual Distilled Transformer for Incremental Learning✓ Link70.94D3Former2022-07-25
FOSTER: Feature Boosting and Compression for Class-Incremental Learning✓ Link67.95FOSTER2022-04-10
RMM: Reinforced Memory Management for Class-Incremental Learning✓ Link67.61RMM (Modified ResNet-32)2023-01-14
DER: Dynamically Expandable Representation for Class Incremental Learning✓ Link66.36DER(Modified ResNet-32）2021-03-31
Essentials for Class Incremental Learning✓ Link65.86CCIL-SD2021-02-18
PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learning✓ Link63.19PODNet (CNN)2020-04-28
Learning a Unified Classifier Incrementally via Rebalancing✓ Link60.18UCIR (CNN)*2019-06-01
Learning a Unified Classifier Incrementally via Rebalancing✓ Link60.12UCIR (NME)*2019-06-01
Large Scale Incremental Learning✓ Link53.21BiC2019-05-30
iCaRL: Incremental Classifier and Representation Learning✓ Link52.57iCaRL*2016-11-23
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