Few-shot class-incremental learning is a challenging yet crucial task. It reflects how humans learn in real-world scenarios where high-quality data is often limited and learning data is continually presented. In this paper, we have provided a comprehensive survey of existing FSCIL approaches and ...
Class-Incremental Learning: A Survey (TPAMI 2024). Contribute to zhoudw-zdw/CIL_Survey development by creating an account on GitHub.
Data-centric的方法集中于对data from previous tasks的使用。在类增量学习中,旧类的数据与标签将被舍弃,仅在新类的数据上进行训练会导致灾难遗忘的问题,这类方法的核心就在于保留部分之前的数据,从而减缓灾难遗忘的影响。 重现过去任务中的数据称为Data Replay,其中又分为筛选数据并存储的direct replay以及生成数据的...
Class-incremental learning: survey and performance evaluation on image classificationComputer Science - Machine LearningMarc MasanaXialei LiuBartlomiej TwardowskiMikel MentaAndrew D. BagdanovJoost van de WeijerarXivarXiv e-prints
本文是一篇关于少量样本增量学习(Few-shot Class-Incremental Learning, FSCIL)的综述,提出了一种新的分类方法,将FSCIL分为五个子类别,并提供了广泛的文献回顾和性能评估,讨论了FSCIL的定义、挑战、相关学习问题以及在计算机视觉领域的应用。 1 介绍 年份:2024 ...
Tian， S.， et al. （2023）. A survey on few-shot class-incremental learning. Neural Networks.Albanese， A.， et al. （2020）. Multiscale 3D phenotyping of human cerebral organoids. Scientific Reports， 10（1）， 1-17.Gritti， N.， et al. （2021）. MOrgAna: accessible quantitative ...
本文提出了一种基于回放的类增量学习(Class-Incremental Learning, CIL)算法,通过利用类别激活图(CAM)生成掩码来压缩旧类别的示例图像,从而在有限的内存预算下保存更多的示例。关键步骤包括:1) 使用CAM生成0-1掩码以定位图像中的判别性像素;2) 通过类增量掩码(CIM)模型自适应地优化掩码生成过程;3) 利用双层优化问题...
Yan, S., Xie, J. & He, X. (2021). Der: Dynamically expandable representation for class incremental learning.CVPR3014–3023. Zhang, Y., Kang, B., Hooi, B., Yan, S. & Feng, J. (2023). Deep long-tailed learning: A survey.IEEE Transactions on Pattern Analysis and Machine Intelligenc...
Class-incremental learning: Survey and performance eval- uation on image classification. IEEE Trans. Pattern Anal. Mach. Intell., 2022. 1 [26] Michael McCloskey and Neal J Cohen. Catastrophic inter- ference in connectionist networks: The sequential learning problem. In P...
Code Edit No code implementations yet. Submit your code now Tasks Edit class-incremental learning Class Incremental Learning Class-Incremental Object Detection Few-Shot Class-Incremental Learning Few-Shot Learning Incremental Learning object-detection Object Detection Survey ...