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Towards Label-Efficient Incremental Learning: A Survey

Paper | Slides

Please cite the following bib entry in case you use it:

@article{kilickaya2023towards,
    author = {Kilickaya, Mert and Van der Weijer, Joost and Asano, Yuki},
    title = {Towards Label-Efficient Incremental Learning: A Survey},
    journal = {arXiv preprint arXiv:2302.00353},
    year = {2023}
}

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Semi-Supervision for Incremental Learning

Algorithm Setting Year Code
CNLL Within 2017 -
DistillMatch Within 2021 Code
ORDisCo Within 2021 -
MetaCon Within 2021 -
PGL Within 2022 Code
NNCSL Within 2022 Code
DMC Auxiliary 2020 -
CIL-QUD Auxiliary 2022 Code
CoTTA Test 2022 Code
NOTE Test 2022 Code

Few-shot-Supervision for Incremental Learning

Algorithm Setting Year Code
TOPIC Graph 2020 -
CEC Graph 2021 -
IDL-VQ Clustering 2020 -
SA-KD Clustering 2021 -
Sub-Reg Clustering 2020 Code
FACT Clustering 2022 Code
NCollapse Clustering 2023 Code
CoSR Clustering 2023 -
FSLL Architectural 2021 -
C-FSCIL Architectural 2022 Code

Self-Supervision for Incremental Learning

Algorithm Setting Year Code
SSL-OCL Pre-training 2021 -
PASS Auxiliary-training 2021 -
Buffer-SSL Main-training 2022 -
LUMP Main-training 2022 Code
CaSSLe Main-training 2022 Code
PFR Main-training 2022 -
SCALE Main-training 2022 -

More details coming soon!

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