Look At Me, No Replay! SurpriseNet: Anomaly Detection Inspired Class Incremental Learning

Author:

Lee Anton1ORCID,Zhang Yaqian2ORCID,Gomes Heitor Murilo3ORCID,Bifet Albert4ORCID,Pfahringer Bernhard2ORCID

Affiliation:

1. Victoria University of Wellington & University of Waikato, Wellington, New Zealand

2. University of Waikato, Hamilton, New Zealand

3. Victoria University of Wellington, Wellington, New Zealand

4. University of Waikato & Institute Polytechnique de Paris, Hamilton, New Zealand

Funder

NZ MBIE (Ministry of Business, Innovation and Employment)

Publisher

ACM

Reference33 articles.

1. Pietro Buzzega , Matteo Boschini , Angelo Porrello , Davide Abati , and Simone Calderara . 2020 . Dark Experience for General Continual Learning: a Strong , Simple Baseline. In Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020 , NeurIPS 2020, December 6--12, 2020, virtual, , Hugo Larochelle, Marc'Aurelio Ranzato, Raia Hadsell, Maria-Florina Balcan, and Hsuan-Tien Lin (Eds.). https://proceedings.neurips.cc/paper/2020/hash/b704ea2c39778f07c617f6b7ce480e9e-Abstract.html Pietro Buzzega, Matteo Boschini, Angelo Porrello, Davide Abati, and Simone Calderara. 2020. Dark Experience for General Continual Learning: a Strong, Simple Baseline. In Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6--12, 2020, virtual, , Hugo Larochelle, Marc'Aurelio Ranzato, Raia Hadsell, Maria-Florina Balcan, and Hsuan-Tien Lin (Eds.). https://proceedings.neurips.cc/paper/2020/hash/b704ea2c39778f07c617f6b7ce480e9e-Abstract.html

2. Arslan Chaudhry , Marc'Aurelio Ranzato , Marcus Rohrbach , and Mohamed Elhoseiny . 2019 . Efficient Lifelong Learning with A-GEM. In 7th International Conference on Learning Representations, ICLR 2019 , New Orleans, LA, USA, May 6--9 , 2019. OpenReview.net. https://openreview.net/forum?id=Hkf2_sC5FX Arslan Chaudhry, Marc'Aurelio Ranzato, Marcus Rohrbach, and Mohamed Elhoseiny. 2019. Efficient Lifelong Learning with A-GEM. In 7th International Conference on Learning Representations, ICLR 2019, New Orleans, LA, USA, May 6--9, 2019. OpenReview.net. https://openreview.net/forum?id=Hkf2_sC5FX

3. The Opportunity challenge: A benchmark database for on-body sensor-based activity recognition

4. M. Delange R. Aljundi M. Masana S. Parisot X. Jia A. Leonardis G. Slabaugh and T. Tuytelaars. 2021. A continual learning survey: Defying forgetting in classification tasks. IEEE Transactions on Pattern Analysis and Machine Intelligence (2021) 1--1. https://doi.org/10.1109/TPAMI.2021.3057446 10.1109/TPAMI.2021.3057446

5. M. Delange R. Aljundi M. Masana S. Parisot X. Jia A. Leonardis G. Slabaugh and T. Tuytelaars. 2021. A continual learning survey: Defying forgetting in classification tasks. IEEE Transactions on Pattern Analysis and Machine Intelligence (2021) 1--1. https://doi.org/10.1109/TPAMI.2021.3057446

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