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2011.01844
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A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks
3 November 2020
Eden Belouadah
Adrian Daniel Popescu
Ioannis Kanellos
CLL
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Papers citing
"A Comprehensive Study of Class Incremental Learning Algorithms for Visual Tasks"
50 / 95 papers shown
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Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing
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429
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The Estimation of Continual Causal Effect for Dataset Shifting Streams
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Zhengdan Zhu
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Continual Learning Strategies for 3D Engineering Regression Problems: A Benchmarking Study
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399
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Towards Experience Replay for Class-Incremental Learning in Fully-Binary Networks
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417
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189
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Huiyu Yi
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Baile Xu
Furao Shen
Jian Zhao
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600
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22 Jan 2025
Human Activity Recognition in an Open World
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D. Prijatelj
Samuel Grieggs
Jin Huang
Dawei Du
Ameya Shringi
Christopher Funk
Adam Kaufman
Eric Robertson
Walter J. Scheirer University of Notre Dame
430
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296
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Yuankai Qi
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Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings
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Il-Min Kim
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316
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Fair Class-Incremental Learning using Sample Weighting
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394
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Riccardo De Monte
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Gian Antonio Susto
Nicola Bellotto
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446
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Diffusion Model Meets Non-Exemplar Class-Incremental Learning and Beyond
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Yali Li
Xin Liu
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390
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Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance Modelling
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Z. Shi
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289
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Yu Feng
Zhen Tian
Zhonghong Ou
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Haoran Luo
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Meina Song
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276
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UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection
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Rohan Kumar Das
557
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Data-Free Generative Replay for Class-Incremental Learning on Imbalanced Data
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287
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Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving Task
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Di Fang
Kai Tong
Yuchen Liu
Huiping Zhuang
Xu Zhou
Cen Chen
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283
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Mixture of Experts Meets Prompt-Based Continual Learning
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Trang Pham
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642
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FeTT: Continual Class Incremental Learning via Feature Transformation Tuning
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Xuxin Lin
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282
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Dynamic Feature Learning and Matching for Class-Incremental Learning
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Yanyan Liang
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345
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A Methodology-Oriented Study of Catastrophic Forgetting in Incremental Deep Neural Networks
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264
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Quentin Jodelet
Xin Liu
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615
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Continual Learning for Smart City: A Survey
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Zhipeng Luo
Shi-sheng Zhang
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Tian-Jie Li
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362
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345
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26 Mar 2024
REAL: Representation Enhanced Analytic Learning for Exemplar-free Class-incremental Learning
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Huiping Zhuang
Di Fang
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468
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20 Mar 2024
Consistent Prompting for Rehearsal-Free Continual Learning
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Jun Cen
Xiaobin Chang
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336
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Continual Learning and Catastrophic Forgetting
Gido M. van de Ven
Nicholas Soures
Dhireesha Kudithipudi
451
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Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy
Journal of the Brazilian Computer Society (JBCS), 2023
Everton L. Aleixo
J. Colonna
Marco Cristo
Everlandio Fernandes
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331
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Benchmarking Continual Learning from Cognitive Perspectives
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260
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311
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Class Incremental Learning with Pre-trained Vision-Language Models
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516
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