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Memory augmented using diffusion model for class-incremental learning

delete2025-06-10
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OA
AI
Q
Quentin Jodelet
X
Xin Liu
Y
Yin Jun Phua
T
Tsuyoshi Murata
DOI:10.1016/j.imavis.2025.105600delete
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Abstract

Abstract

En 中文
• Generates synthetic samples of past classes using pre-trained diffusion models. • Synthetic data can be used for replay in supervised losses and for distillation loss. • Significantly improves performances of methods for class-incremental learning.
Keywords:
Continual learning
Class incremental learning
Image classification
Image generation

Journal

Image and Vision Computing cover
Image and Vision Computing
IF:
4.2
Papers:
4.1K
Citations:
6.7K

Organization

No organization information available
Cited Papers

Cited Papers

Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos
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IF0
err2024-01-03
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PREAI
errYaoyao Liu; Yingying Li; Bernt Schiele; Qianru Sun
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Class-incremental Learning via Deep Model Consolidation
err2020-03-01
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errOAAI
errJunting Zhang; Jie Zhang; Shalini Ghosh; Dawei Li; Serafettin Tasci; Larry Heck; Heming Zhang; C.-C. Jay Kuo
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AutoAugment: Learning Augmentation Strategies From Data
err2019-06-01
err0
PREAI
errEkin D. Cubuk; Barret Zoph; Dandelion Mane; Vijay Vasudevan; Quoc V. Le
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SS-IL: Separated Softmax for Incremental Learning
err2021-10-01
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errOAAI
errHongjoon Ahn; Jihwan Kwak; Subin Lim; Hyeonsu Bang; Hyojun Kim; Taesup Moon
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High-Resolution Image Synthesis with Latent Diffusion Models
err2022-06-01
err0
errOAAI
errRobin Rombach; Andreas Blattmann; Dominik Lorenz; Patrick Esser; Bjorn Ommer
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Scaling Laws of Synthetic Images for Model Training … for Now
err2024-06-16
err0
PREAI
errLijie Fan; Kaifeng Chen; Dilip Krishnan; Dina Katabi; Phillip Isola; Yonglong Tian
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Dreaming to Distill: Data-Free Knowledge Transfer via DeepInversion
err2020-06-01
err0
errOAAI
errHongxu Yin; Pavlo Molchanov; Jose M. Alvarez; Zhizhong Li; Arun Mallya; Derek Hoiem; Niraj K. Jha; Jan Kautz
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Exemplar-free class incremental learning via discriminative and comparable parallel one-class classifiers
err2023-08-01
err14
PREAI
errSun, Wenju; Li, Qingyong; Zhang, Jing; Wang, Danyu; Wang, Wen; Geng, YangLi-ao
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