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iCaRL: Incremental Classifier and Representation Learning

23 November 2016

Sylvestre-Alvise Rebuffi

Papers citing "iCaRL: Incremental Classifier and Representation Learning"

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Title
Structured Ensembles: an Approach to Reduce the Memory Footprint of Ensemble Methods Jary Pomponi Simone Scardapane A. Uncini UQCV 58 8 0 06 May 2021
Schematic Memory Persistence and Transience for Efficient and Robust Continual Learning Yuyang Gao Giorgio Ascoli Liang Zhao 61 5 0 05 May 2021
The Pursuit of Knowledge: Discovering and Localizing Novel Categories using Dual Memory Sai Saketh Rambhatla Ramalingam Chellappa Abhinav Shrivastava 162 17 0 04 May 2021
Self-Improving Semantic Perception for Indoor Localisation Hermann Blum Francesco Milano René Zurbrugg Roland Siegward Cesar Cadena Abel Gawel 104 8 0 04 May 2021
Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective Haoran Sun Wenqiang Pu Xiao Fu Tsung-Hui Chang Mingyi Hong 80 30 0 03 May 2021
A Deep Learning Framework for Lifelong Machine Learning Charles X. Ling Tanner A. Bohn CLL 32 5 0 01 May 2021
Preserving Earlier Knowledge in Continual Learning with the Help of All Previous Feature Extractors Zhuoyun Li Changhong Zhong Sijia Liu Ruixuan Wang Weishi Zheng CLL 61 30 0 28 Apr 2021
Dynamic VAEs with Generative Replay for Continual Zero-shot Learning Subhankar Ghosh BDL CLL VLM 82 7 0 26 Apr 2021
How Well Does Self-Supervised Pre-Training Perform with Streaming Data? Dapeng Hu Shipeng Yan Qizhengqiu Lu Lanqing Hong Hailin Hu Yifan Zhang Zhenguo Li Xinchao Wang Jiashi Feng 123 29 0 25 Apr 2021
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 96 61 0 20 Apr 2021
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Saurav Jha Martin Schiemer F. Zambonelli Juan Ye 60 51 0 19 Apr 2021
Continual Learning with Fully Probabilistic Models Benedikt Pfülb A. Gepperth Benedikt Bagus BDL 61 8 0 19 Apr 2021
Overcoming Catastrophic Forgetting with Gaussian Mixture Replay Benedikt Pfülb A. Gepperth VLM BDL 45 13 0 19 Apr 2021
Few-shot Continual Learning: a Brain-inspired Approach Liyuan Wang Qian Li Yi Zhong Jun Zhu CLL 60 5 0 19 Apr 2021
On Learning the Geodesic Path for Incremental Learning Christian Simon Piotr Koniusz Mehrtash Harandi CLL 84 123 0 17 Apr 2021
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion Jiapeng Wu Yishi Xu Yingxue Zhang Chen Ma Mark Coates Jackie C.K. Cheung CLL 72 22 0 17 Apr 2021
Continual Learning for Fake Audio Detection Haoxin Ma Jiangyan Yi J. Tao Ye Bai Zhengkun Tian Chenglong Wang AAML CLL 56 48 0 15 Apr 2021
Unsupervised Continual Learning Via Pseudo Labels Jiangpeng He Feng Zhu SSL CLL 44 25 0 14 Apr 2021
Neural Architecture Search of Deep Priors: Towards Continual Learning without Catastrophic Interference Martin Mundt Iuliia Pliushch Visvanathan Ramesh UQCV BDL 56 6 0 14 Apr 2021
Continual Learning for Text Classification with Information Disentanglement Based Regularization Yufan Huang Yanzhe Zhang Jiaao Chen Xuezhi Wang Diyi Yang CLL 68 113 0 12 Apr 2021
New Insights on Reducing Abrupt Representation Change in Online Continual Learning Lucas Caccia Rahaf Aljundi Nader Asadi Tinne Tuytelaars Joelle Pineau Eugene Belilovsky CLL 134 201 0 11 Apr 2021
Unsupervised Class-Incremental Learning Through Confusion Shivam Khare Kun Cao James M. Rehg SSL CLL 89 6 0 09 Apr 2021
Streaming Self-Training via Domain-Agnostic Unlabeled Images Zhiqiu Lin Deva Ramanan Aayush Bansal LRM 70 5 0 07 Apr 2021
Few-Shot Incremental Learning with Continually Evolved Classifiers Chi Zhang Nan Song Guosheng Lin Yun Zheng Pan Pan Yinghui Xu CLL 131 301 0 07 Apr 2021
Tuned Compositional Feature Replays for Efficient Stream Learning Morgan B. Talbot Rushikesh Zawar Rohil Badkundri Mengmi Zhang Gabriel Kreiman CLL 166 2 0 06 Apr 2021
Understanding Continual Learning Settings with Data Distribution Drift Analysis Timothée Lesort Massimo Caccia Irina Rish 99 56 0 04 Apr 2021
Class-incremental Learning using a Sequence of Partial Implicitly Regularized Classifiers Sobirdzhon Bobiev Adil Khan S. M. Ahsan Kazmi CLL 19 0 0 04 Apr 2021
Half-Real Half-Fake Distillation for Class-Incremental Semantic Segmentation Zilong Huang Wentian Hao Xinggang Wang Mingyuan Tao Jianqiang Huang Wenyu Liu Xiansheng Hua CLL 52 12 0 02 Apr 2021
Replay in Deep Learning: Current Approaches and Missing Biological Elements Tyler L. Hayes G. Krishnan M. Bazhenov H. Siegelmann T. Sejnowski Christopher Kanan CLL 77 132 0 01 Apr 2021
Avalanche: an End-to-End Library for Continual Learning Vincenzo Lomonaco Lorenzo Pellegrini Andrea Cossu Antonio Carta G. Graffieti ... Christopher Kanan Joost van de Weijer Tinne Tuytelaars D. Bacciu Davide Maltoni BDL AI4TS 115 188 0 01 Apr 2021
Rainbow Memory: Continual Learning with a Memory of Diverse Samples Jihwan Bang Heesu Kim Y. Yoo Jung-Woo Ha Jonghyun Choi CLL 124 347 0 31 Mar 2021
DER: Dynamically Expandable Representation for Class Incremental Learning Shipeng Yan Jiangwei Xie Xuming He CLL 71 461 0 31 Mar 2021
Distilled Replay: Overcoming Forgetting through Synthetic Samples Andrea Rosasco Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu DD 75 49 0 29 Mar 2021
Human-in-the-loop Handling of Knowledge Drift A. Bontempelli Fausto Giunchiglia Andrea Passerini Stefano Teso 44 7 0 27 Mar 2021
Continual Speaker Adaptation for Text-to-Speech Synthesis Hamed Hemati Damian Borth CLL 77 9 0 26 Mar 2021
Self-Supervised Training Enhances Online Continual Learning Jhair Gallardo Tyler L. Hayes Christopher Kanan CLL 103 68 0 25 Mar 2021
Efficient Feature Transformations for Discriminative and Generative Continual Learning Vinay Kumar Verma Kevin J. Liang Nikhil Mehta Piyush Rai Lawrence Carin CLL 106 78 0 25 Mar 2021
Incrementally Zero-Shot Detection by an Extreme Value Analyzer Sixiao Zheng Yanwei Fu Yanxi Hou VLM ObjD 134 1 0 23 Mar 2021
Balanced softmax cross-entropy for incremental learning with and without memory Quentin Jodelet Xin Liu T. Murata CLL 115 28 0 23 Mar 2021
Lifelong Person Re-Identification via Adaptive Knowledge Accumulation Nan Pu Wei Chen Yu Liu E. Bakker M. Lew CLL 92 83 0 23 Mar 2021
Gradient Regularized Contrastive Learning for Continual Domain Adaptation Shixiang Tang Peng Su Peng Gao Ni Zhao CLL 71 67 0 23 Mar 2021
F-SIOL-310: A Robotic Dataset and Benchmark for Few-Shot Incremental Object Learning Ali Ayub Alan R. Wagner CLL 103 12 0 23 Mar 2021
ZS-IL: Looking Back on Learned Experiences For Zero-Shot Incremental Learning Mozhgan Pourkeshavarz Mohammad Sabokrou CLL VLM 33 0 0 22 Mar 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 99 188 0 22 Mar 2021
DeepViT: Towards Deeper Vision Transformer Daquan Zhou Bingyi Kang Xiaojie Jin Linjie Yang Xiaochen Lian Zihang Jiang Qibin Hou Jiashi Feng ViT 132 525 0 22 Mar 2021
ConDA: Continual Unsupervised Domain Adaptation A. M. N. Taufique C. S. Jahan Andreas E. Savakis TTA CLL 108 10 0 19 Mar 2021
Gradient Projection Memory for Continual Learning Gobinda Saha Isha Garg Kaushik Roy VLM CLL 89 292 0 17 Mar 2021
Learning Novel Objects Continually Through Curiosity Ali Ayub Alan R. Wagner CLL 101 4 0 13 Mar 2021
Training Networks in Null Space of Feature Covariance for Continual Learning Shipeng Wang Xiaorong Li Jian Sun Zongben Xu CLL 101 144 0 12 Mar 2021
Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution Xavier Garcia Noah Constant Ankur P. Parikh Orhan Firat 140 46 0 11 Mar 2021