Concepedia

Class-incremental Learning

Class-Incremental Learning is a continual learning paradigm in which a model incrementally acquires knowledge by sequentially learning new classes over time while maintaining the ability to recognize previously learned classes, with the distinguishing characteristic that the set of classes expands incrementally across tasks and the model must mitigate catastrophic forgetting under the constraint of limited or no access to prior class data.

231

Publications

16.6K

Citations

768

Authors

263

Institutions

Publications per year

2017–2026

224

Parents

Publications

231

A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks

Kimin Lee, Kibok Lee, Honglak Lee et al. · arXiv (Cornell University) · 2018 · 978 citations · Full text

, , +15

Class-Incremental Learning: Survey and Performance Evaluation on Image Classification

Marc Masana, Xialei Liu, Bartłomiej Twardowski et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2022 · 613 citations

, , +12

DER: Dynamically Expandable Representation for Class Incremental Learning

Shipeng Yan, Jiangwei Xie, Xuming He · 2021 · 591 citations

, , +10

Three types of incremental learning

Gido M. van de Ven, Tinne Tuytelaars, Andreas S. Tolias · Nature Machine Intelligence · 2022 · 583 citations · Full text

, , +11

Three scenarios for continual learning

Gido M. van de Ven, Andreas S. Tolias · Lirias (KU Leuven) · 2019 · 557 citations · Full text

, , +12

1–5 of 231

Authors

768

  1. DZ
    Da-Wei Zhou

    Nanjing University, China

    12 publications · 1.2K citations

    12

    h-index

  2. JV
    Joost van de Weijer

    Universitat Autònoma de Barcelona, Spain

    12 publications · 1.3K citations

    11

    h-index

  3. HY
    Han-Jia Ye

    Nanjing University, China

    10 publications · 1.1K citations

    10

    h-index

  4. DZ
    De‐Chuan Zhan

    Nanjing University, China

    9 publications · 888 citations

    9

    h-index

  5. XL
    Xialei Liu

    Fifth Affiliated Hospital of Sun Yat-sen University, China

    9 publications · 1.3K citations

    9

    h-index

1–5 of 768

Institutions

263

  1. University of Chinese Academy of Sciences

    Beijing, China

    19 h-index

    55 publications

    2.9K citations

  2. Chinese Academy of Sciences

    Beijing, China

    18 h-index

    67 publications

    3K citations

  3. Nanjing University

    Nanjing, China

    10 h-index

    35 publications

    4.6K citations

  4. Nanyang Technological University

    Singapore, Singapore

    9 h-index

    26 publications

    3.4K citations

  5. Huawei Technologies (China)

    Shenzhen, China

    7 h-index

    8 publications

    620 citations

  6. Xi'an Jiaotong University

    Xi'an, China

    7 h-index

    35 publications

    4.4K citations

  7. Peng Cheng Laboratory

    Shenzhen, China

    6 h-index

    14 publications

    2.3K citations

  8. Universitat Autònoma de Barcelona

    Cerdanyola del Vallès, Spain

    6 h-index

    27 publications

    2.7K citations

1–8 of 263

Venues

  1. arXiv (Cornell University)

    Repository · 39 publications · 1.9K citations

    19

    h-index

  2. 13

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 11 publications · 608 citations

    11

    h-index

  4. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 11 publications · 1.3K citations

    11

    h-index

  5. 7

    h-index

1–5