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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
GAN Memory with No Forgetting Yulai Cong Miaoyun Zhao Jianqiao Li Sijia Wang Lawrence Carin CLL 80 124 0 13 Jun 2020
BI-MAML: Balanced Incremental Approach for Meta Learning Yang Zheng Jinlin Xiang Kun Su Eli Shlizerman CLL 48 10 0 12 Jun 2020
CPR: Classifier-Projection Regularization for Continual Learning Sungmin Cha Hsiang Hsu Taebaek Hwang Flavio du Pin Calmon Taesup Moon CLL 77 77 0 12 Jun 2020
Towards Robust Pattern Recognition: A Review Xu-Yao Zhang Cheng-Lin Liu C. Suen OOD HAI 69 110 0 12 Jun 2020
Understanding the Role of Training Regimes in Continual Learning Seyed Iman Mirzadeh Mehrdad Farajtabar Razvan Pascanu H. Ghasemzadeh CLL 81 228 0 12 Jun 2020
Unifying Regularisation Methods for Continual Learning Frederik Benzing CLL 77 8 0 11 Jun 2020
Dataset Condensation with Gradient Matching Bo Zhao Konda Reddy Mopuri Hakan Bilen DD 170 505 0 10 Jun 2020
Self-Supervised Learning Aided Class-Incremental Lifelong Learning Song Zhang Gehui Shen Jinsong Huang Zhihong Deng CLL 81 14 0 10 Jun 2020
Variational Auto-Regressive Gaussian Processes for Continual Learning Sanyam Kapoor Theofanis Karaletsos T. Bui BDL 83 26 0 09 Jun 2020
Optimal Continual Learning has Perfect Memory and is NP-hard Jeremias Knoblauch Hisham Husain Tom Diethe CLL 140 105 0 09 Jun 2020
Continual Representation Learning for Biometric Identification Bo Zhao Shixiang Tang Dapeng Chen Hakan Bilen Rui Zhao CLL 86 36 0 08 Jun 2020
Efficient Architecture Search for Continual Learning Qiang Gao Zhipeng Luo Diego Klabjan CLL 93 49 0 07 Jun 2020
Coresets via Bilevel Optimization for Continual Learning and Streaming Zalan Borsos Mojmír Mutný Andreas Krause CLL 105 241 0 06 Jun 2020
MANTRA: Memory Augmented Networks for Multiple Trajectory Prediction Francesco Marchetti Federico Becattini Lorenzo Seidenari A. Bimbo 78 121 0 05 Jun 2020
Continual Learning of Predictive Models in Video Sequences via Variational Autoencoders Damian Campo Giulia Slavic Mohamad Baydoun L. Marcenaro C. Regazzoni CLL BDL 29 3 0 02 Jun 2020
Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels Marvin Klingner Andreas Bär Philipp Donn Tim Fingscheidt CLL 163 45 0 12 May 2020
Incremental Few-Shot Object Detection for Robotics Yiting Li H. Zhu Sichao Tian Fan Feng Jun Ma C. Teo Cheng Xiang P. Vadakkepat T. Lee ObjD CLL 76 11 0 06 May 2020
Visually Grounded Continual Learning of Compositional Phrases Xisen Jin Junyi Du Arka Sadhu Ram Nevatia Xiang Ren CLL 61 4 0 02 May 2020
Importance Driven Continual Learning for Segmentation Across Domains S. Özgün Anne-Marie Rickmann Abhijit Guha Roy Christian Wachinger OOD CLL 57 33 0 30 Apr 2020
Exploring Fine-tuning Techniques for Pre-trained Cross-lingual Models via Continual Learning Zihan Liu Genta Indra Winata Andrea Madotto Pascale Fung CLL 92 18 0 29 Apr 2020
Continual Deep Learning by Functional Regularisation of Memorable Past Pingbo Pan S. Swaroop Alexander Immer Runa Eschenhagen Richard Turner Mohammad Emtiyaz Khan KELM CLL 79 144 0 29 Apr 2020
PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learning Arthur Douillard Matthieu Cord Charles Ollion Thomas Robert Eduardo Valle CLL 59 6 0 28 Apr 2020
Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less Forgetting Sanyuan Chen Yutai Hou Yiming Cui Wanxiang Che Ting Liu Xiangzhan Yu KELM CLL 140 226 0 27 Apr 2020
IROS 2019 Lifelong Robotic Vision Challenge -- Lifelong Object Recognition Report Qi She Fan Feng Qi Liu Rosa H. M. Chan Xinyue Hao ... Di Xie Yangsheng Xu Lin Yang Qiaoyong Zhong Liguang Zhou 21 2 0 26 Apr 2020
Dropout as an Implicit Gating Mechanism For Continual Learning Seyed Iman Mirzadeh Mehrdad Farajtabar H. Ghasemzadeh CLL 69 43 0 24 Apr 2020
Few-Shot Class-Incremental Learning Xiaoyu Tao Xiaopeng Hong Xinyuan Chang Songlin Dong Xing Wei Yihong Gong CLL 104 419 0 23 Apr 2020
CLOPS: Continual Learning of Physiological Signals Dani Kiyasseh T. Zhu David Clifton 65 7 0 20 Apr 2020
Boosting Deep Open World Recognition by Clustering Dario Fontanel Fabio Cermelli Massimiliano Mancini Samuel Rota Buló Elisa Ricci Barbara Caputo 81 21 0 20 Apr 2020
CatNet: Class Incremental 3D ConvNets for Lifelong Egocentric Gesture Recognition Zhengwei Wang Qi She Tejo Chalasani A. Smolic 3DPC SLR 70 15 0 20 Apr 2020
Generative Feature Replay For Class-Incremental Learning Xialei Liu Chenshen Wu Mikel Menta Luis Herranz Bogdan Raducanu Andrew D. Bagdanov Shangling Jui Joost van de Weijer CLL 66 156 0 20 Apr 2020
Dark Experience for General Continual Learning: a Strong, Simple Baseline Pietro Buzzega Matteo Boschini Angelo Porrello Davide Abati Simone Calderara BDL CLL 93 928 0 15 Apr 2020
Defining Benchmarks for Continual Few-Shot Learning Antreas Antoniou Massimiliano Patacchiola Mateusz Ochal Amos Storkey 56 38 0 15 Apr 2020
Learning to Segment the Tail Xinting Hu Yi Jiang Kaihua Tang Jingyuan Chen Chunyan Miao Hanwang Zhang VLM CLL 102 83 0 02 Apr 2020
Memory-Efficient Incremental Learning Through Feature Adaptation Ahmet Iscen Jeffrey O. Zhang Svetlana Lazebnik Cordelia Schmid CLL VLM 75 165 0 01 Apr 2020
Semantic Drift Compensation for Class-Incremental Learning Lu Yu Bartlomiej Twardowski Xialei Liu Luis Herranz Kai Wang Yongmei Cheng Shangling Jui Joost van de Weijer CLL 95 345 0 01 Apr 2020
Conditional Channel Gated Networks for Task-Aware Continual Learning Davide Abati Jakub M. Tomczak Tijmen Blankevoort Simone Calderara Rita Cucchiara B. Bejnordi CLL 102 187 0 31 Mar 2020
SS-IL: Separated Softmax for Incremental Learning Hongjoon Ahn Jihwan Kwak S. Lim Hyeonsu Bang Hyojun Kim Taesup Moon CLL 148 181 0 31 Mar 2020
Continual Learning with Node-Importance based Adaptive Group Sparse Regularization Sangwon Jung Hongjoon Ahn Sungmin Cha Taesup Moon CLL 88 128 0 30 Mar 2020
Incremental Learning In Online Scenario Jiangpeng He Runyu Mao Zeman Shao Fengqing Zhu CLL 99 153 0 30 Mar 2020
Disturbance-immune Weight Sharing for Neural Architecture Search Shuaicheng Niu Jiaxiang Wu Yifan Zhang Yong Guo P. Zhao Junzhou Huang Mingkui Tan 84 27 0 29 Mar 2020
Towards Backward-Compatible Representation Learning Yantao Shen Yuanjun Xiong Wei Xia Stefano Soatto 97 81 0 26 Mar 2020
iTAML: An Incremental Task-Agnostic Meta-learning Approach Jathushan Rajasegaran Salman Khan Munawar Hayat Fahad Shahbaz Khan M. Shah CLL OOD 149 157 0 25 Mar 2020
Overcoming Catastrophic Forgetting in Graph Neural Networks with Experience Replay Fan Zhou Chengtai Cao CLL 71 10 0 22 Mar 2020
Adversarial Continual Learning Sayna Ebrahimi Franziska Meier Roberto Calandra Trevor Darrell Marcus Rohrbach CLL VLM 201 200 0 21 Mar 2020
Online Continual Learning on Sequences G. I. Parisi Vincenzo Lomonaco CLL 56 25 0 20 Mar 2020
XtarNet: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning Sung Whan Yoon Do-Yeon Kim Jun Seo Jaekyun Moon CLL 254 46 0 19 Mar 2020
Lifelong Learning with Searchable Extension Units Wenjin Wang Yunqing Hu Yin Zhang KELM CLL 108 3 0 19 Mar 2020
Incremental Object Detection via Meta-Learning K. J. Joseph Jathushan Rajasegaran Salman Khan Fahad Shahbaz Khan V. Balasubramanian ObjD CLL VLM 226 104 0 17 Mar 2020
Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning Massimo Caccia Pau Rodríguez López O. Ostapenko Fabrice Normandin Min Lin ... I. Laradji Irina Rish Alexande Lacoste David Vazquez Laurent Charlin CLL KELM 79 66 0 12 Mar 2020
Incremental Few-Shot Object Detection Juan-Manuel Perez-Rua Xiatian Zhu Timothy M. Hospedales Tao Xiang ObjD CLL 72 218 0 10 Mar 2020